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       "execution_count": 1,
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           "    Copyright (C) 2019-2021 Scientific IT Services of ETH Zurich,\n",
           "    <p>\n",
           "    Contributing Authors:\n",
           "    Dr. Tarun Chadha,\n",
           "    Dr. Franziska Oschmann,\n",
           "    Dr. Mikolaj Rybinski,\n",
           "    Dr. Uwe Schmitt.\n",
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       "source": [
        "# IGNORE THIS CELL WHICH CUSTOMIZES LAYOUT AND STYLING OF THE NOTEBOOK !\n",
        "%matplotlib inline\n",
        "%config InlineBackend.figure_format = 'retina'\n",
        "import warnings\n",
    
        "\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "warnings.filterwarnings(\"ignore\", category=FutureWarning)\n",
    
        "warnings.filterwarnings = lambda *a, **kw: None\n",
    
        "from IPython.core.display import HTML\n",
        "\n",
        "HTML(open(\"custom.html\", \"r\").read())"
    
      },
      {
       "cell_type": "markdown",
    
       "source": [
        "# Chapter 6: An overview of classifiers, Part 1\n",
        "\n",
        "<span style=\"font-size: 150%;\">Nearest Neighbors and linear-based methods</span>"
    
      },
      {
       "cell_type": "markdown",
    
       "source": [
        "This script gives a quick hands-on overview of **how different types of classifiers work, their advantages and their disadvantages**. This should give you an idea of a concept behind each classifier type as well as when and which classifier type to use.\n",
        "\n",
        "For the sake of visualisation we continue with 2 dimensional data examples. For different classifiers we'll be looking at their decision surfaces. Let's start with some helper functions for that:"
    
      },
      {
       "cell_type": "code",
    
       "execution_count": 2,
       "metadata": {},
       "outputs": [],
    
       "source": [
        "import matplotlib\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
    
        "def samples_color(ilabels, colors=[\"steelblue\", \"chocolate\"]):\n",
    
        "    \"\"\"Return colors list from labels list given as indices.\"\"\"\n",
    
        "    return [colors[int(i)] for i in ilabels]\n",
        "\n",
    
        "def plot_decision_surface(\n",
    
        "    features_2d,\n",
        "    labels,\n",
        "    classifier,\n",
        "    preprocessing=None,\n",
        "    plt=plt,\n",
        "    marker=\".\",\n",
        "    N=100,\n",
        "    alpha=0.2,\n",
        "    colors=[\"steelblue\", \"chocolate\"],\n",
        "    title=None,\n",
        "    test_features_2d=None,\n",
        "    test_labels=None,\n",
        "    test_s=60,\n",
    
        "    \"\"\"Plot a 2D decision surface for a already trained classifier.\"\"\"\n",
    
        "\n",
        "    # sanity check\n",
        "    assert len(features_2d.columns) == 2\n",
        "\n",
        "    # pandas to numpy array; get min/max values\n",
        "    xy = np.array(features_2d)\n",
        "    min_x, min_y = xy.min(axis=0)\n",
        "    max_x, max_y = xy.max(axis=0)\n",
        "\n",
        "    # create mesh of NxN points; tech: `N*1j` is spec for including max value\n",
    
        "    XX, YY = np.mgrid[min_x : max_x : N * 1j, min_y : max_y : N * 1j]\n",
        "    points = np.c_[XX.ravel(), YY.ravel()]  # shape: (N*N)x2\n",
    
        "\n",
        "    # apply scikit-learn API preprocessing\n",
        "    if preprocessing is not None:\n",
        "        points = preprocessing.transform(points)\n",
    
        "    # classify grid points\n",
        "    classes = classifier.predict(points)\n",
        "\n",
        "    # plot classes color mesh\n",
    
        "    ZZ = classes.reshape(XX.shape)  # shape: NxN\n",
    
        "    plt.pcolormesh(\n",
    
        "        XX,\n",
        "        YY,\n",
        "        ZZ,\n",
        "        alpha=alpha,\n",
        "        cmap=matplotlib.colors.ListedColormap(colors),\n",
        "        shading=\"auto\",\n",
    
        "    )\n",
        "    # plot points\n",
        "    plt.scatter(\n",
    
        "        xy[:, 0],\n",
        "        xy[:, 1],\n",
        "        marker=marker,\n",
        "        color=samples_color(labels, colors=colors),\n",
        "    )\n",
    
        "    # set title\n",
        "    if title:\n",
    
        "        if hasattr(plt, \"set_title\"):\n",
    
        "            plt.set_title(title)\n",
        "        else:\n",
        "            plt.title(title)\n",
        "    # plot test points\n",
        "    if test_features_2d is not None:\n",
        "        assert test_labels is not None\n",
        "        assert len(test_features_2d.columns) == 2\n",
        "        test_xy = np.array(test_features_2d)\n",
        "        plt.scatter(\n",
    
        "            test_xy[:, 0],\n",
        "            test_xy[:, 1],\n",
        "            s=test_s,\n",
        "            facecolors=\"none\",\n",
    
        "            color=samples_color(test_labels),\n",
        "        );"
    
      },
      {
       "cell_type": "markdown",
    
       "source": [
        "## Nearest Neighbors\n",
        "\n",
        "The idea is very simple: to classify a sample $x$ look for **$N$ closests samples in the training data** (by default, using the Euclidean distance) and take **majority of their labels** as a result.\n",
        "\n",
        "This method does well where the fast linear classifiers would fail, such as with the XOR dataset:"
    
      },
      {
       "cell_type": "code",
    
       "execution_count": 3,
       "metadata": {},
       "outputs": [
        {
         "data": {
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           "      <th></th>\n",
           "      <th>x</th>\n",
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           "    <tr>\n",
           "      <th>0</th>\n",
           "      <td>-1.539782</td>\n",
           "      <td>0.950822</td>\n",
           "      <td>True</td>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>1</th>\n",
           "      <td>0.436266</td>\n",
           "      <td>-1.768324</td>\n",
           "      <td>True</td>\n",
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          "text/plain": [
           "          x         y  label\n",
           "0 -1.539782  0.950822   True\n",
           "1  0.436266 -1.768324   True"
          ]
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         "execution_count": 3,
         "metadata": {},
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       ],
    
       "source": [
        "import pandas as pd\n",
        "\n",
    
        "df = pd.read_csv(\"data/xor.csv\")\n",
        "df.head(2)"
    
      },
      {
       "cell_type": "code",
    
       "execution_count": 4,
       "metadata": {},
       "outputs": [
        {
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\n",
          "text/plain": [
           "<Figure size 360x360 with 1 Axes>"
          ]
         },
         "metadata": {
          "image/png": {
           "height": 302,
           "width": 324
          },
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ],
    
       "source": [
        "features_2d = df.loc[:, (\"x\", \"y\")]\n",
        "labelv = df[\"label\"]\n",
        "\n",
        "plt.figure(figsize=(5, 5))\n",
    
        "plt.scatter(features_2d.iloc[:, 0], features_2d.iloc[:, 1], color=samples_color(labelv));"
    
      },
      {
       "cell_type": "markdown",
    
       "source": [
        "You will find the Nearest Neighbors method in the `sklearn.neighbors` module."
    
      },
      {
       "cell_type": "code",
    
       "execution_count": 5,
       "metadata": {},
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": [
          "train score: 97.33%\n",
          "test score: 93.60%\n"
         ]
        },
        {
         "data": {
          "image/png": 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\n",
          "text/plain": [
           "<Figure size 360x360 with 1 Axes>"
          ]
         },
         "metadata": {
          "image/png": {
           "height": 305,
           "width": 331
          },
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ],
    
       "source": [
        "from sklearn.model_selection import train_test_split\n",
    
        "from sklearn.neighbors import KNeighborsClassifier\n",
    
        "X_train, X_test, y_train, y_test = train_test_split(\n",
        "    features_2d, labelv, random_state=10\n",
        ")\n",
    
        "\n",
        "# Let's use 5 neighbors to learn\n",
        "classifier = KNeighborsClassifier(n_neighbors=5)\n",
        "classifier.fit(X_train, y_train)\n",
        "\n",
    
        "print(\"train score: {:.2f}%\".format(100 * classifier.score(X_train, y_train)))\n",
        "print(\"test score: {:.2f}%\".format(100 * classifier.score(X_test, y_test)))\n",
    
        "\n",
        "plt.figure(figsize=(5, 5))\n",
        "plot_decision_surface(\n",
    
        "    features_2d,\n",
        "    labelv,\n",
        "    classifier,\n",
        "    test_features_2d=X_test,\n",
        "    test_labels=y_test,\n",
    
      },
      {
       "cell_type": "markdown",
    
       "source": [
    
        "About the plot: **the points surrounded with a circle are from the test data set** (not used for learning), all other points belong to the training data.\n",
    
        "\n",
        "We can query directly for the closest neighbors of a point. Let's check neighborhood of the origin:"
    
      },
      {
       "cell_type": "code",
    
       "execution_count": 6,
       "metadata": {},
       "outputs": [
        {
         "data": {
          "text/html": [
           "<div>\n",
           "<style scoped>\n",
           "    .dataframe tbody tr th:only-of-type {\n",
           "        vertical-align: middle;\n",
           "    }\n",
           "\n",
           "    .dataframe tbody tr th {\n",
           "        vertical-align: top;\n",
           "    }\n",
           "\n",
           "    .dataframe thead th {\n",
           "        text-align: right;\n",
           "    }\n",
           "</style>\n",
           "<table border=\"1\" class=\"dataframe\">\n",
           "  <thead>\n",
           "    <tr style=\"text-align: right;\">\n",
           "      <th></th>\n",
           "      <th>x</th>\n",
           "      <th>y</th>\n",
           "      <th>label</th>\n",
           "      <th>dist</th>\n",
           "    </tr>\n",
           "  </thead>\n",
           "  <tbody>\n",
           "    <tr>\n",
           "      <th>496</th>\n",
           "      <td>0.028310</td>\n",
           "      <td>0.042214</td>\n",
           "      <td>True</td>\n",
           "      <td>0.050828</td>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>137</th>\n",
           "      <td>0.091190</td>\n",
           "      <td>0.109028</td>\n",
           "      <td>True</td>\n",
           "      <td>0.142137</td>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>51</th>\n",
           "      <td>-0.219754</td>\n",
           "      <td>-0.073249</td>\n",
           "      <td>True</td>\n",
           "      <td>0.231641</td>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>194</th>\n",
           "      <td>0.186789</td>\n",
           "      <td>-0.246576</td>\n",
           "      <td>True</td>\n",
           "      <td>0.309338</td>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>216</th>\n",
           "      <td>-0.082451</td>\n",
           "      <td>0.314070</td>\n",
           "      <td>False</td>\n",
           "      <td>0.324712</td>\n",
           "    </tr>\n",
           "  </tbody>\n",
           "</table>\n",
           "</div>"
          ],
          "text/plain": [
           "            x         y  label      dist\n",
           "496  0.028310  0.042214   True  0.050828\n",
           "137  0.091190  0.109028   True  0.142137\n",
           "51  -0.219754 -0.073249   True  0.231641\n",
           "194  0.186789 -0.246576   True  0.309338\n",
           "216 -0.082451  0.314070  False  0.324712"
          ]
         },
         "execution_count": 6,
         "metadata": {},
         "output_type": "execute_result"
        }
       ],
    
       "source": [
        "# distances and row indices of neighbours around (0, 0):\n",
        "dist_nn, ind_nn = classifier.kneighbors([[0, 0]])\n",
        "\n",
        "# tech: simplify dimensions\n",
        "ind_nn = ind_nn.squeeze()\n",
        "dist_nn = dist_nn.squeeze()\n",
        "\n",
        "# build data frame with neighbours\n",
        "df = X_train.iloc[ind_nn, :].copy()\n",
        "df[\"label\"] = y_train.iloc[ind_nn]\n",
        "df[\"dist\"] = dist_nn\n",
    
      },
      {
       "cell_type": "markdown",
    
       "source": [
        "### Exercise section\n",
        "\n",
    
        "Load the beers dataset and experiment with a number of neighbors (`n_neighbors`) as well as with the Manhatan distance norm `p = 1` (`2` is Euclidian distance)."
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 7,
       "metadata": {},
       "outputs": [],
       "source": [
        "import pandas as pd\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.neighbors import KNeighborsClassifier\n",
        "from sklearn.pipeline import make_pipeline\n",
        "from sklearn.preprocessing import StandardScaler\n",
    
        "df = pd.read_csv(\"data/beers.csv\")\n",
        "features = df.iloc[:, :-1]\n",
        "labelv = df.iloc[:, -1]\n",
    
        "n_neighbors_values = [2, 3, 5, 10, 20]\n",
        "p_values = [1, 2]\n",
        "# ..."
       ]
    
       "execution_count": 8,
       "metadata": {
        "tags": [
         "solution"
        ]
       },
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": [
          "#### Norm L1\n",
          "n_neighbors = 2\n",
          "  train score: 97.02%\n",
          "   test score: 92.98%\n",
          "n_neighbors = 3\n",
          "  train score: 95.24%\n",
          "   test score: 87.72%\n",
          "n_neighbors = 5\n",
          "  train score: 95.24%\n",
          "   test score: 92.98%\n",
          "n_neighbors = 10\n",
          "  train score: 95.24%\n",
          "   test score: 94.74%\n",
          "n_neighbors = 20\n",
          "  train score: 94.05%\n",
          "   test score: 89.47%\n",
          "\n",
          "#### Norm L2\n",
          "n_neighbors = 2\n",
          "  train score: 98.81%\n",
          "   test score: 89.47%\n",
          "n_neighbors = 3\n",
          "  train score: 94.64%\n",
          "   test score: 89.47%\n",
          "n_neighbors = 5\n",
          "  train score: 94.64%\n",
          "   test score: 91.23%\n",
          "n_neighbors = 10\n",
          "  train score: 95.24%\n",
          "   test score: 92.98%\n",
          "n_neighbors = 20\n",
          "  train score: 94.64%\n",
          "   test score: 91.23%\n",
          "\n"
         ]
        }
       ],
    
       "source": [
        "# SOLUTION\n",
        "import pandas as pd\n",
    
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.neighbors import KNeighborsClassifier\n",
        "from sklearn.pipeline import make_pipeline\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "\n",
    
        "\n",
        "df = pd.read_csv(\"data/beers.csv\")\n",
    
        "features = df.iloc[:, :-1]\n",
    
        "labelv = df.iloc[:, -1]\n",
        "\n",
        "\n",
    
        "X_train, X_test, y_train, y_test = train_test_split(features, labelv, random_state=10)\n",
    
        "p_values = [1, 2]\n",
        "n_neighbors_values = [2, 3, 5, 10, 20]\n",
    
        "for p in p_values:\n",
        "    print(f\"#### Norm L{p}\")\n",
        "    for n_neighbors in n_neighbors_values:\n",
    
        "        print(\"n_neighbors =\", n_neighbors)\n",
        "\n",
    
        "        pipeline = make_pipeline(\n",
        "            StandardScaler(), KNeighborsClassifier(p=p, n_neighbors=n_neighbors)\n",
    
        "        pipeline.fit(X_train, y_train)\n",
    
        "        print(f\"  train score: {100 * pipeline.score(X_train, y_train):.2f}%\")\n",
        "        print(f\"   test score: {100 * pipeline.score(X_test, y_test):.2f}%\")\n",
    
      {
       "cell_type": "markdown",
    
       "metadata": {},
       "source": [
        "#### Optional exercise\n",
        "\n",
        "\n",
        "Instead of choosing a number of neighbors you can also specify a radius within which samples make decision, or center of a closest class. Compare decision surface for these methods, as represented by [`RadiusNeighborsClassifier`](https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.RadiusNeighborsClassifier.html#sklearn.neighbors.RadiusNeighborsClassifier) and [`NearestCentroid`](https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestCentroid.html#sklearn.neighbors.NearestCentroid) classifiers in the scikit-learn library.\n",
        "\n",
        "<div class=\"alert alert-block alert-info\">\n",
        "<i class=\"fa fa-info-circle\"></i>\n",
        "    Choice of an specific querying algorithm (<code>algorithm</code> parameter) becomes important with larger datasets; see: <a href=\"https://scikit-learn.org/stable/modules/neighbors.html#choice-of-nearest-neighbors-algorithm\"><em>Choice of Nearest Neighbors Algorithm</em>.</a>.\n",
        "</div>"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
    
       "source": [
    
        "## Few words about optimization and regularization in ML\n",
    
        "Many machine learning algorithms adapt internal weights (or similar parameters) to match predictions on the training data as good as possible.\n",
    
        "Finding these weights can be formulated as an optimzation problem which **minimizes a cost function**. Solution is usually computed in iterative improvements.\n",
    
        "\n",
        "<table>\n",
        "    <tr><td><img src=\"./images/cost_minimization_iterative.png\" width=400px></td></tr>\n",
        "    <tr><td><center><sub>Source: <a href=\"https://towardsdatascience.com/machine-learning-fundamentals-via-linear-regression-41a5d11f5220\">https://towardsdatascience.com/machine-learning-fundamentals-via-linear-regression-41a5d11f5220</a></sub></center></td></tr>\n",
        "</table>\n",
        "\n",
        "\n",
    
        "As the optimization only considers training data, taking only classification error/loss as a cost function introduces overfitting. We've seen this before in the overfitting chapter. To compensate for overfitting we can add penalty for more complex models.\n",
    
        "### The cost function\n",
        "\n",
        "<div class=\"alert alert-block alert-warning\">\n",
        "<i class=\"fa fa-info-circle\"></i> The cost function to minimize consists of an term measuring a <strong>classification loss</strong> and an additional <strong>regularization penalty</strong>:\n",
    
        "\n",
        "$$\\text{cost} =  \\text{classification_loss} + \\lambda \\cdot \\text{regularization_penalty}$$\n",
        "\n",
    
        "The **regularization weight $\\lambda$** allows to balance out both terms and must be chosen depending on the actual algorithm and the data. In general:\n",
        "\n",
    
        "* $\\lambda$ close to `0`, $$\\text{cost} \\approx \\text{classification_loss},$$ implies more focus on training data, thus, more complex models and possible overfitting,\n",
    
        "* $\\lambda$ very large, $$\\text{cost} \\approx \\lambda\\cdot\\text{regularization_penalty},$$  implies less focus on training data, thus, simpler models and possible underfitting.\n",
        "\n",
    
        "\n",
        "Weighting-in regularization penalty relates to [Occam's razor](https://en.wikipedia.org/wiki/Occam%27s_razor) which states **_\"simpler solutions are more likely to be correct than complex ones.\"_**"
    
      },
      {
       "cell_type": "markdown",
    
       "source": [
        "## Logistic Regression\n",
        "\n",
        "The name is misleading: a) despite \"logistic\" the method is linear, b) despite \"regression\" (as in unsupervised learning), it's a classification method.\n",
        "\n",
    
        "The method uses linear regression to learn weights $w_1,\\cdots,w_n$ for sum of features and the threshold $b$, i.e. to learn a spearation hyper-plane:\n",
    
        "$$\n",
        "\\text{class}~0:\\quad w_1 \\cdot \\text{feature}_1 + \\ldots + w_n \\cdot \\text{feature}_n \\geq b\n",
        "$$\n",
        "$$\n",
        "\\text{class}~1:\\quad w_1 \\cdot \\text{feature}_1 + \\ldots + w_n \\cdot \\text{feature}_n \\lt b\n",
        "$$\n",
        "\n",
        "Then, to classify, transform the weighting result to a probability of belonging to one of the two classes using the **logistic function**:\n",
    
        "p\\left(x_1,\\cdots,x_n\\right)=\\frac{1}{1+\\exp\\left(b - \\sum_{i=1}^{n} w_i \\cdot x_i\\right)}.\n",
    
        "$$\n",
        "\n",
        "which looks like that:"
    
      },
      {
       "cell_type": "code",
    
       "execution_count": 9,
       "metadata": {},
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": [
           "<Figure size 432x288 with 1 Axes>"
          ]
         },
         "metadata": {
          "image/png": {
           "height": 261,
           "width": 385
          },
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ],
    
       "source": [
        "# classification threshold\n",
        "threshold = 3\n",
        "# results of weighted sum (around the threshold)\n",
        "weighted_sum = np.linspace(-10 + threshold, 10 + threshold, 100)\n",
        "# logistic function\n",
        "plt.plot(weighted_sum, 1 / (1 + np.exp(threshold - weighted_sum)))\n",
    
        "plt.axvline(x=threshold, linestyle=\"--\")\n",
    
        "plt.ylabel(\"probability that sample's class is 0\")\n",
        "plt.xlabel(\"weighted sum of features values\");"
    
       "source": [
        "### Demonstration\n",
        "\n",
        "Let's use a (almost) line-separable dataset:"
    
      },
      {
       "cell_type": "code",
    
       "execution_count": 10,
       "metadata": {},
       "outputs": [
        {
         "data": {
          "text/html": [
           "<div>\n",
           "<style scoped>\n",
           "    .dataframe tbody tr th:only-of-type {\n",
           "        vertical-align: middle;\n",
           "    }\n",
           "\n",
           "    .dataframe tbody tr th {\n",
           "        vertical-align: top;\n",
           "    }\n",
           "\n",
           "    .dataframe thead th {\n",
           "        text-align: right;\n",
           "    }\n",
           "</style>\n",
           "<table border=\"1\" class=\"dataframe\">\n",
           "  <thead>\n",
           "    <tr style=\"text-align: right;\">\n",
           "      <th></th>\n",
           "      <th>x</th>\n",
           "      <th>y</th>\n",
           "      <th>label</th>\n",
           "    </tr>\n",
           "  </thead>\n",
           "  <tbody>\n",
           "    <tr>\n",
           "      <th>0</th>\n",
           "      <td>-3.252709</td>\n",
           "      <td>-0.821378</td>\n",
           "      <td>0</td>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>1</th>\n",
           "      <td>-3.816946</td>\n",
           "      <td>-0.906188</td>\n",
           "      <td>0</td>\n",
           "    </tr>\n",
           "  </tbody>\n",
           "</table>\n",
           "</div>"
          ],
          "text/plain": [
           "          x         y  label\n",
           "0 -3.252709 -0.821378      0\n",
           "1 -3.816946 -0.906188      0"
          ]
         },
         "execution_count": 10,
         "metadata": {},
         "output_type": "execute_result"
        }
       ],
    
       "source": [
        "import pandas as pd\n",
        "\n",
        "df = pd.read_csv(\"data/line_separable_2d.csv\")\n",
        "df.head(2)"
    
      },
      {
       "cell_type": "code",
    
       "execution_count": 11,
       "metadata": {},
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": [
           "<Figure size 360x360 with 1 Axes>"
          ]
         },
         "metadata": {
          "image/png": {
           "height": 302,
           "width": 315
          },
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ],
    
       "source": [
        "features_2d = df.loc[:, (\"x\", \"y\")]\n",
        "labelv = df[\"label\"]\n",
        "\n",
        "plt.figure(figsize=(5, 5))\n",
    
        "plt.scatter(features_2d.iloc[:, 0], features_2d.iloc[:, 1], color=samples_color(labelv));"
    
      },
      {
       "cell_type": "markdown",
    
       "source": [
    
        "You can find the Logistic Regression method in the `sklearn.linear_model` module.\n",
    
        "In scikit-learn `LogisticRegression` the regularization weight is passed here in \"inverse\", as a classification weight parameter `C` (default `1`), meaning that it multiplies the classification loss, not the regularization penalty:\n",
        "\n",
        "$$\\text{cost} =  \\text{C}\\cdot\\text{classification_loss} + \\text{regularization_penalty}$$\n"
    
      },
      {
       "cell_type": "code",
    
       "execution_count": 12,
       "metadata": {},
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": [
          "train score: 97.33%\n",
          "test score: 96.00%\n"
         ]
        }
       ],
    
       "source": [
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.model_selection import train_test_split\n",
        "\n",
    
        "X_train, X_test, y_train, y_test = train_test_split(features_2d, labelv, random_state=0)\n",
        "\n",
        "classifier = LogisticRegression(C=1, random_state=0)\n",
        "classifier.fit(X_train, y_train)\n",
    
        "print(\"train score: {:.2f}%\".format(100 * classifier.score(X_train, y_train)))\n",
        "print(\"test score: {:.2f}%\".format(100 * classifier.score(X_test, y_test)))"
    
      },
      {
       "cell_type": "markdown",
    
       "source": [
    
        "Features weights are available via `.coef_` attribute, whereas threshold is negative of `.intercept_` attribute. With these we can plot separation line.\n",
        "\n",
        "Let's see how does it look like and what happens if we put more weight on the classification loss (increase `C` parameter)."
    
      },
      {
       "cell_type": "code",
    
       "execution_count": 13,
       "metadata": {},
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": [
          "feature weights: [[0.55729655 1.9409654 ]]\n",
          "\n",
          "\n",
          "With C=100\n",
          "\n",
          "train score: 100.00%\n",
          "test score: 92.00%\n",
          "feature weights: [[1.00188452 9.59491678]]\n"
         ]
        },
        {
         "data": {
          "image/png": 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v6o2YkCIi6uUuLX4uCdSVAQC0eYPjDxIC2pxBCDbUAKFgk8mUECptIsIkIiIi6lWUzddg9RfXYLnx12Ca7P4QSjX8F++9RKE1dH2ARCnGhBQRUS+nzeofce05fwABexUs46+GQmeOOcY8aj5Uliw0HPgool2T1S98PDERERERxafJjlyDOQ42vo6XPuPmuGPSpzfWbnIciCytoMnq1/UBEqUYE1JERL2cJncQNDmDLjfIEmw73oDKmIaCO34KdWbx5T4hYB69ANlLvoaQ1wX77sijii3jFicpaiIiIqKezTx6ASAu/5XbX3MerhM7YBw8FTlLH4p4MKjQGJC18H6YxyyA5/xBeEsOR8xlGbsoaXETJQtP2SMi6uWEELBOWobq1U+H2+x7VkCdUYi0Kdeh3xf/Al/FCYTcdmhzBkJlzkLI60L5Gz9FyG27PI9aC/OYK1PwDYiIiIh6HpU5E8ZhM+E6tiXcVrXid1AZfwzL+MUwjZoHb+lRQJagKxwBhUYPX9UZVLzzZMQ8+n7joMkqbj49UY/HhBQRUR9gHjUfdZteQMhVH26rWfMPOI9uhnXytTAOnQ6FSoNgQw3qNr8E+54VEckoALCMvzqqwCYRERERxZc27YaIhJTkc6Hk+e/APGoeLBOXQt9/LAABX8VJNOxbhYYDHwNSsNkcNyY5aqLkYEKKiKgPUGh0yLvxEZS99IOIU1q8JYcvbwlXqKIWQJdoC4Yjc97nkhEqERERUa+hLxyJzHn3oHbDfy83yhIch9bBcWgdAAEIAchSzPFp026CccjU5ARLlGSsIUVE1Efoi0Yh7+ZHIdS62De0kIwquOUxKOKNIyIiIqK40mbcgvRZd8TpleMmo6yTrkHmgnsTFhdRqjEhRUTUhxgHTUbRXb+CrnhMq/cKtRbWKdeh8DM/g9JgTUJ0RERERL2PEAKZc+9C7nXfhiotr9X7VeYsZC95EFmLvgwh+Fd26r34yh4RUR+jzR2EojufhK/6LBr2roLz2NbLtaUUKmiy+sEybhHMY65kzSgiIiKiLmIeNQ+mkVfAfWYvGvashOfCAUg+NwBAaPTQF46EZeJSGIdMg1AoUxwtUeIxIUVE1Edpswcge/FXkb34q5ClEORQEEKlgRAi1aERERER9UpCKGAcNBnGQZMBoLG2pwwIlTrFkRElHxNSREQEoVDySRwRERFRkgklE1HUd/GFVCIiIiIiIiIiSiompIiIiIiIiIiIKKmYkCIiIiIiIiIioqRiQoqIup2Q14mgsx6yLKc6FCIiIqI+QZZlBJ31CHmdqQ6FiPoIFjUnom7DV30WNWv/Cc/ZfQAAdUYRMufeBdOIOakNjIiIiKgXcx7djNqNzyNQVwIA0A+YgKyFX4Q2e0BqAyOiXo07pIioWwjYKlD6wvfCySgACNSVoOLtJ+E4sil1gRERERH1Ys6jm1Hx9pPhZBQAeM7uQ+kL30PAVpHCyIiot2NCioi6BdvOtyDF2SJet/F/fH2PiIiIqIvJsozaDc/F7JO8Tth2vpXkiIioL2FCioi6Bfe5T+P2BerLEHTUJDEaIiIiot4v5KhFoL4sbr/73P4kRkNEfQ0TUkTULShUmk71ExEREVH7CJW65X4l119ElDhMSBFRt2AcPitun65oNJQGaxKjISIiIur9lAYrdMVj4vabWlifERF1FhNSRNQtpE2+FpqcQVHtQqNH1lX3pyAiIiIiot4ve+H9UGgMUe2anIFIm3JdCiIior5CleoAiIgAQKE1oOjOJ2H75B04j26BHPRB328s0qbfDE1GYarDIyIiIuqVtHmDUXTv72Db8QY85w9AqLQwDZ+NtKnXQ6GNTlQREXUVJqSIqNtQaA3ImP0ZZMz+TKpDISIiIuozNBmFyFn6UKrDIKI+hq/sERERERERERFRUjEhRUREREREREREScWEFBERERERERERJRUTUkRERERERERElFRMSBERERERERERUVIxIUVEREREREREREnFhBQRERERERERESUVE1JERERERERERJRUTEgREREREREREVFSMSFFRERERERERERJxYQUERERERERERElFRNSRERERERERESUVExIERERERERERFRUjEhRURElECyFIIsy6kOg4iIiKjPkGUZshRKdRjUClWqAyAiIuqNHEc2oX7bq/BXnYFCa4B59AJkzL0bSp0p1aERERER9UpyKID6ba/Bvm81Qs46qKy5SJtyHaxTroUQ3I/T3TAhRURE1MXse1ai+sO/hK8lnxv2PSvgKTmMorufgkKtTWF0RERERL2PLMuoeOdXcB3fFm4L2itRs/YZBGwVyF705RRGR7EwRUhERNSFpIAPtRufi9nnrzoDx6F1SY6IiIiIqPfzlhyKSEY1Zd/9PgL15UmOiFrDhBQREVEX8pUfh+R1xu13n96dxGiIiIiI+gb36T0t9Mpwn9mbtFiobZiQIiIi6kpCtHZDUsIgIiIi6lNaW4O1ukajZGMNKSIioi4gBwNwHt8Kz4VDECot5KAv5n3GodOTHBkRERFR7xVy2+E4uA7+utL4NwkBw6DJyQuK2oQJKSIiok4KNtSg9JVHEagtafE+XeEImEfOTVJURERERL2b+8xelL/5M8gBb4v3pc+4BWprTpKiorZiQoqIiKiTKlf9IW4ySqg0UBqsMI+5EukzboFQqZMcHREREVHvE/K6UPHWL2Ino4QCQqmGOqMQaVOug3nswuQHSK1iQoqIiKgTArZKeFookmkaPhu51z6cxIiIiIiIej/n0U2Q/O7YnbKE7CVfg2XMlckNitqFRc2JiIg6IeisbbnfUZOkSIiIiIj6jqCDa7CejgkpIiKiTlCnFwAi/o9TdWZxEqMhIiIi6hs0WS2vsTRcg3V7TEgRERF1gsqYBvOoebE7FUpYJy1LbkBEREREfYBp6EyoLNkx+9Rp+TAOnprkiKi9mJAiIiLqpOyrH4BhyLSINoXWiLzrvgNt9oDUBEVERETUiwmVGgW3/bhxt3oT6swi5N/2OISSJbO7O/4/RERE1EkKjR4FtzwGX9UZeMuOQaE1wjh4KhQaXapDIyIiIuq1NFn90O/+v8Jzbj8Ctkqo0/Oh7z8OooVyCtR9MCFFRETURbQ5A6HNGZjqMIiIiIj6DKFQwjBwUqrDoA5g2pCIiIiIiIiIiJKKCSkiIiIiIiIiIkoqJqSIiIiIiIiIiCipmJAiIiIiIiIiIqKkYkKKiIiIiIiIiIiSigkpIiIiIiIiIiJKKiakiIiIiIiIiIgoqZiQIiIiIiIiIiKipGJCioiIiIiIiIiIkooJKSIiIiIiIiIiSipVqgMgIiLqbmRZhufcp3AcWoeArQKy3wOh0UNtzYFp1DwYBk6EEHymQ0RERNSVpIAPzqOb4Tq5AyFnPeRQAAqtEZqcAbCMWwxtdv9Uh0hdiAkpIiKii2QphIb9H8D2ybsI1JZE9XsvAI6DH0Odlg/r5GtgnbQMQqlObEyyDG/pUTgOroW/tqQxOabWQmXOgmnEHBiHTodQKBMaAxEREVEihTwNqN/+Ohr2fwTJ64jq95zbD/uud6ArHoP06TfDOGRqwmOSQwE4j2+D69hWBB21kIN+CI0emqx+sIy7Crr8YQmPobdjQoqIiAiA5Peg4p1fwn3qk1bvDdjKUbP2GbhObEfeTT+AUmfq8nhkWYLj4DrYdr0Nf9WZmPc4j2yE0pwJ64SlSJt6AxQaXZfHQURERJRI/toLKHv1cQTtla3e671wEOUXDiJtxi3InPe5hOxYl3xu1O98Cw37ViHkssWMoWHvSmjzhiJt2g0wjZwLIUSXx9EX8H0DIiLq8+RgAGWv/bhNyaimPOcPoOyVxyD5vV0eT+W7T6Fqxe/iJqMuCTlqUbfpeZS+8F0EnXVdGgcRERFRIgXqy1H6wiNtSkY1Zdv+Omo//nfXx2OvQsn/voX6LS/FTEY15as4gcp3f42qVX+EHAp2eSx9AXdIERFRn1fz8T/hvXAwslGhhGnYLJhGXgGVORMhlw3Oo5vhOLoJaLLo8JUfR/UHf0butQ93SSyyFELFO7+E68T2do3zVZ5C6YuPoOjuX0Opt3RJLERERESJIocCKH/jpwi5bRHtCp0JlnGLYBg0GQqNHv7aEjR8+lHUWs22621ocgfBMubKLokn6KxH6YvtT445Pv0IciiA3Gse5k6pdmJCioiI+rSgoxb2vasi2rS5g5F34yNQp+VBliXIfi9E/lAYh05H5rx7UPHOk/CWHg3f7zi0DulzPgNNekGn46nb8nJ0MkooYBwyDebR86Gy5iDkccB1fBsch9ZBDvjCtwXqSlHxzq9RcPtPuCAiIiKibs15dDP8Necj2sxjr0L2oq9AodFBDgUhhwLQ5g+DZexCeM4fRMXbv0DIbQ/fX7/lJZhHz+/0q3uyLKHirZ9HJaOERg/LmCthHDodCp0JAVsFHAc/hvvUbgDy5e9yaD20OYOQPv2mTsXR1zAhRUREfVrD/g8AWQpfK82ZKLjjp1Bojajb8hLse1Yg5LJBoTfDOmEpMmZ/BgW3/QQX/vN/CNSXX55n7ypkXfmFTsUi+dyw7Xo7ok2dUYj8m34ATVY/yLIMyeeGNlcH46DJyJx7Nyrf/y3cp3eH7/ec3Qtf2THoCkd0KhYiIiKiRLLvWRlxbRw6AznLHkLIZUf1h3+F8+gmyEE/1JnFyJh1G8yjFyD/th+j5L/fDK/dAvXl8JzdB8PASZ2KxXN2P7ylRyLjGTYLOcseglJnghwKQgr4oM0bCvPIufBVnkb5mz+LSGDVb38d1snXQKHSdCqWvoQ1pIiIqM+SZQn2fasj2tJn3AKl3oKqlX9A3aYXwvUDJI8D9dteRcU7v4TQ6JE+646IcQ0Xt2t3huPQesh+T/haoTWi8I6fQZ1ZhPqdb+HcXz6PM7+/Had/fweqP/o7hFKN/JsehTZvaMQ89j0rOhUHERERUSL5qs9GJYAy598L2e9F6Yvfg+PgWshBPwAgUHsBle/9BvY9K6HLGwLTyCsixtn3Rq7lOqL52klXNBp5N3wXAFD1wZ9x+vd34Mzvb8e5v30Rtt3vQ5MzEIV3PAGh1obHSJ4GuI5u6XQsfQkTUkRE1GcF7dUINSkELpRqWMYshK/6LBwHP445xnViO7xlR2EaeQUUWkO4XfI64a8t6VQ89r2RTwqtU66DypKF2nXPovbjfyHoqAEAyH4P7LvfQ9lrjwMKBTLm3hUxznF0E0Ke6COTiYiIiLqDpqUPAEBXPAaazCI07P8QgbrSmGNqNz0PKeiHdcKSZnMd7lQsQUctXCd3RrRlzvscIEsoe/lRNOxdBTnQeIBN0F6Jmo/+hrrNL0Kdng9Ls1js+yLLQFDL+MoeEVECyLIMX/lx2PethrfkMEIeB4QQUOgtMPQfB8uEpdDmDEh1mH1eyBuZtFFnFEKhNcBzZl+L4zxn9kFfOBKa7AHwllxeBHUmCST5vfBXn41os46/GkFHDWy73ok5xltyGK6Tu2AcOg0qSzaCDdUXAwnCV3kKhgETOhwPERFRTyRLIbhO7EDDpx/BX3Meks8FodJAZcqEcfhMWMYthsqYluow+zyp2ZpJl9+429t9dm8LYxrgqzwFbX7kzvCQx9mpWLzlJyLKN6gzi6ErGgXn4fXwVZyMOca24w2kTbkW1onLYG+yTvOWHoUsS52uadVXMCFFRNTFXCd3oW7zCzF/gIXcdthrL8C+ZwV0RaOROfcu6PuNTUGUbSf53HAe3YygowbqjEIYh83sNe/GRy0WLi1GFMqWB17sl6VQy/O1g+SNXEwpjelQWbLgOLQuYpHUnOfsXpiGzYA2b8jlhBQ6lxwjIiLqaWQpBNuut2Hb9U7E7udLQs46+CpOoG7TizCNnIPMuZ+D2pqTgkjbLmCrhPP4VsgBL/TFY6ArHtN7Di1p9j1kqW1rMKFQAlLkuqiz/04kT0PEtS5/KIQQcJ+JnxyTg354LhyCadhMCLUuvIMKsgTJ54ZSZ+pUTH0FE1JERF1ElmXUb3sNdRufa9P93pJDKH3pB8i++oGorcfdhfvsflS89XNIPle4TWXOQv5tj0ObPSB1gXURpd4Sce2vLUHQZYNxyDTUrPkHmp6e0pRx6DSEvC74q85EzmewdjyYqIXZxWSXopUf1XGTY71kwUpERNQKye9FxTu/hPvUrjbcHITz0Hp4zuxD/q2PQZc/LPEBdkD9ttdQu/E5QL68FtH3H4/8m34QUTKgp2q+BvOWHAIAGIdOh7vZ63OXqCzZ0OYOhvv0nsi5OrP+AoBmDxQvralEK2uwcH8XPqDsa/hvioioi9h2vtnmZFSYLKF69dNoOLA2MUF1QsjjQMWbP4tIRgFA0FGD8jeeiEqA9ERKcybU6QWXG2QJDfs/hDotF+kzb405xjrpGmizB8Bx8ONwsU0AUJoyoM4oiDmmLRR6M4DLSSTJ0wB/7QUYBk6EaGFHmnHoDMihAHxlxyLaO704IyIi6gHkUBAVb/+ibcmoJkJuG8pe/iH8NecTFFnHuU59gtoN/41IRgGA59x+1Hz8zxRF1bX0/cdFXPsqTsJbfgKW0VdCVzgyeoAQyFp4P4RCGVVzs/lc7dV8zeQtOQxZCsE4bEbcMQqtEfp+Y+EtPxF5qI1SBaHRdyqevoQJKSKiLuA5fxC1656NajcMnoK8m36AAQ8+hwFf+w9yr/9OzFf0qlb9Eb5m9YNSzXF4PSS/O2Zf0FYB95k9Mft6EiEErBOXRbTZdryBgK0CGXPvRu61D0NbMBwKvQXavCHIWfoQshZ9GUFHLeq3vhIxzjphaeM28g5SqDTQFUUuwOx7VkKpMyFz/r0xx5hGzoW+31g4j21FyG2//L00+qiT94iIiHqjui0vw316d0SbUGlhmbAEhXf/GgMfegH9vvR3ZF75BajT8iPuk3yuxodsnTwlt6s1T7g05Ti4DpIv9vqsJ1Gn5cEwaHJEW83aZwABFNz+U2TM+SzU6QWN9VcHT0XhZ38B0/BZcJ3eHZV8bL6Way9d4QgIpTp8HWyohvv0bhgGT4FhyLSYY7Ku/AIUGl3U6XyG/uO5S70d+MoeEVEXqN/xesS1QmtA3o0/gGHAeMhSqPG0EKGAacQVMI+cC+exrah899eXF0BSCLadbyN3+TeSH3wcQVtli/0BW0WSIkks87irULvxf5CDPgCNi9PSFx9B7jUPwzx6AcyjF0Tc7y07hsr3nkLIbbvcqFDCMn5xp2OxTlwWUSS9Yd9qWMYtQtqU66C25sK26234a85DacqAZdxiWCctg+RzoXbj/yLmsYxZCIVG1+l4iIiIujPJ74V997sRbZrsASi49XGoLFmQ/F4EbOVQ6s1In3Yj0qZch9r1/4Ft51vh+wP1ZXAe2wrzqHnJDj+uoD3+GkwOBRB01UPTC17bs05cFpFM9JYcRtlrP0bO0oeQMeezyJjz2XCfLIXQ8OkaVH/414g5tLmDoS0Y3qk4lHozTCPnwnHw8hsLtev/A33xGOTf+H3Ydr8Hx4E1CLls0OQMRNq0G2EcNBnesmNRpzJ3NjnW1zAhRUTUSQFbBdynIp/M5V7zMAwDxsNxZCNq1/0HwYYqAIA6owhZC78I0/BZCC3+CqpX/Sk8xnlkI7Ku/AKUenNS449HlZbXYn/Eq249mFJnQvqMW1C3+YVwW7ChGqUvfg/avKEwjbwCKnMmQs56OI9tjjqmGADSplwPlTmz07GYhs9Gzdpnwrud5FAApS8/itzl34BhyDQYh06PuN9XdQaV7/0GwWbJQeskLoaIiKj3cxxeH7FbSKE1ouD2n0JpsKBm/X9g3/1+uNi0fsAE5Cx5EJkL7kOwoQbOo5vC4+x7VnarhJTamgd/9bmYfUKlgcqYnuSIEsMwZCp0RaPD9aMAwHN2H8797YswDpkGw+ApUGj08NdcgOPgx+H19GUCGfM+1yU7kqyTlkUkpPw151H68g+Qu/ybSJ92I9Kn3Rjuk2UJzqObUbXqTxEHz6gs2TAMntLpWPqSbpuQEkLcBeDSI9/7ZVnuHS/LElGv0/DpR2ha/FqbNwSGIdPgOrEDle/8KuLeQF0Jyt/4KQo/+yQsY69C/ZaXwyejyUE/HIfWI23KtckMPy7z6Pmo2/hczG3h6vR8GAZMSH5QCZI++3b460rgPLwhot1XcQK+ihMtjjUOmY7M+fd0SRxCpUbG3LtRvfrpcJvkaUD56z+BOrMY5tELoLbmIORpgOv4NnjOH4iawzxmITRZ/bokHuqbuAYjop6iYf+HEdfWScugMqWj+qO/w777vYg+z9l9KH3xERTf9zQy5nwmIiHlLTkEf20JNJlFSYm7NdbJy+E6uSNmn3nMlb2iqDnQWPw7/6bvo+T57zS+TXCJLMF1YjtcJ7a3OD5r4RdhbPbaX0dp84fBOHwWXMe2htt85Sdw/p9fhX7ARBiHToNSZ0agvhyOQ+sQqC+LmiNz3j2dKt/QF3XLGlJCiGIATwNwtnYvEVGq+SpPRVxbxi2CEAJ1W1+OPUAKoX7bqxAKJcxjr2pxrlRS6kzIv/mxi8W2L1NZc5F/82O96geuEArkXvNNWNq5zdo8egHybvxel/67sE5YAuuU66PaA7UXULfxOVS+9xRq1vwjZjJKVzQa2Uu+1mWxUN/DNRgR9RSyLEevwcZfjaCrHva9q2KOCTZUw3FgDTRZ/aJe8+pOazDDwEnIXHBf1OlvhkGTkXXlF1MUVWIoDVYU3vkktO057VAokL3kQaRNjV4vdZQQArnLvwltfnQNTs/Zvaj56O+ofO8p1G1+IWYyKn3W7TCPnt9l8fQV3W6HlGjcb/csgFoAbwL4VmojIiJqmeSN/HubJrt/46ln5fF31lyqE6TN7t/iXKmm7zcGA776LJzHtyLYUANNRiGMQ6dFFH7sLYRCiZyrH4Bx6HTYd7938TVMOea9+gETkDb5WhiGTEtI4cqshV+EQqNHfbykZgzGIdORe923oWjhRD6ilnANRkQ9iRzwAk1O/BUqDdRpeXCd3AVIwbjjvKVHgKnXQ5s9IOKEWsnrijsmFdKn39RYd/T4NsgBL3T9xkBXMKJXFsxWGdNRdNcv0fDpR7DvWdHi64qmkXORNvUGaHMGdHkcCo0OhXf8DOVv/QKes3vbPC5z/r1Im35zl8fTF3S7hBSAhwBcCWD+xV+JiLo3ReQfpVLAByiUECoN5KA/9pCLW62lgC+ivTsmehQaHSxj+s4fx8ZBk2EcNBkBWwUch9YjYKuA5PdAodFDbc2BaeTchG/pF0Igc+5dMAyaDPsn78B5fFvEorspXdFoWCdfA9OI2RCiW258pp6DazAi6jGEMnL9JQf9kGWp1UM9hEYPAJCCzddg3e+vxipLVrcp5ZBoQqmGdeIyWCYshbfkEFwndyLkrIccCkChNUKTMwDmUfMTXmtVoTWg4LbH4Ty8EbY970ckLSNvVME0YjbSpl4PXXt2d1GEbvVfnRBiJIAnAfxBluWNQgguhoio22teWNJzdh+MgybDNGJO1Mkbl5hGXBG+tymlwZqQGKn91Gl5yJh9R0pj0BeNhL5oJIKOWjgOb0CgrhSSzw2h1kJlzoJpxJyEPCGkvodrMCLqaYRSDYXWCMl3eWeT+8xeGAZMgMqchaCjJuY488i5kENBeM59GtHONVj3IISAvngM9MVjUheDQgnzmAUwj1kAb8VJuI5vQ9BRCzngg0JrgCazGKbR86EypqUsxt6i2ySkhBAqNBbQPA/g+ykOh4iozQyDp0QUxmz4dA0yrrgTmfM+B8+FQ1FH92qyByB91m0IumxwNBl3aS6i5lTmTKRPvynVYVAvxTUYEfVUhsFTIg4kse9ZAeOgyche+nVUvPEE5FAg4n7zuEXQD5gA17EtCDnrwu1CrYMuhQkQ6r50eUOgyxuS6jB6rW6TkALwGICJAObIsuzpyARCiN1xukZ0OCoiolaYRsxBzdp/QvI6AACS14Gatf9E9tVfQ/G9v4N99wq4z+wBhALGodNhnbAEQq1Fxdu/BEKXaxyo0vJgGDQpVV+DiPoursGIqEeyTloekZByn9wJ59EtMI2YjaJ7fw/77vfgqzwFpcEK85iFMI2Yg5Dbjpp1z0bMYx49H0qdMdnhE/V53SIhJYSYjsYncr+RZXlbquMhImoPhVoLy7hFsO18M9zWsG81JL8HmfPuQcaczyBjzmfCff66UtSsfQbuU59EzGOduJQ1gIgoqbgGI6KeTFc4EprsAfBXnw23Vbz7K2Ta7oZ10nLkLHkw3C7LMjzn9qN69Z+jdq9b23nKLhF1jZQnpC5uE38OwHEAP+zMXLIsT47zGbsBcNsBESVM+oyb4TyyMaJegfPwBjiPbIJh0CTo8odDliV4Sw7Dc25/1Hh1ZjGsE5cnM2Qi6uO4BiOink4IgayF96PslR8CstTYKIVQu/4/qNv6CkzDZ0OdXgDJ54Tr5C4Eai9EzWEZvxja3EFJjpyIgG6QkAJgAnCpLL03zjGWzwghnkFjoc1vJCswIqLWyLIEz9n98Fw4COPwWXAcWBtRXBOyBPepT6J2QzWlNGei4LYft3oqDBFRF+MajIh6LCnghfPoFgTqSmEePQ+Og+sByOF+2e+B48CaFucwDJyE7MVfTWygRBRXd0hI+QD8K07fJDTWNNgM4BgAbiUnom4j5HWh/PWfwFtyKKJdoTNB8jrbNIcmewDyb/0R1JbsRIRIRNQSrsGIqEfyVZ5G2WuPRxQmh0oDIctRhczjMY+5EjlLvg6hVCcoSiJqTcoTUheLZ34xVp8Q4nE0Lob+K8vyP5MZFxFRa2rWPhOVjAIAyeuEZdJyeC8ciqhp0JS2YDisk5bDPPKKlC+Egi4bHAfWwHPhEEKeBgCAUm+Bvt8YWMZexWOQiXoprsGIqCeSQ0GUv/FEZDIKAIJ+yCot0qbdAMeh9Qi5bNGDFUqYhs2EZeIyGPqPS0q8LfFVnUXDgY/grz4HyeuCUKmhMmXCOHQ6TMNnQ6iYLKPeLeUJKSKinkjyueE4vD5uf9BeheL7/gRv2VF4S44g5GmAEIqLiZ6x0OYNTl6wcfiqz6F+26twHt0CSMGofvepXajd+D+YR1yB9Jm3QZNVnIIoiYiIiC5zn96NYENV7M6gDypLDgY88Cxcp3bDX3Meks8FodJAZcqAccg0qMyZyQ04BteJHajf8WbMB5sA4Dy6CTVrn4Fl/NVIm34TlDpTkiMkSg4mpIiIOiDorANC0UmccH9DFYQQ0BeOhL5wZBIjaxvnsa2ofO8pyEF/yzeGgnAcWgfnsa3Iu/47MA6dnpwAiYiIiGIIxEtGXRS0V0Eo1TANmwEMm5GkqNpGliXUrnsWtp1vtXpvyG2/+OBwM/Jvexya9IIkREiUXN36fHFZlh+XZVlwqzgRdTcqcyaEShO3X92NFw3O49tQ8faTrSejmpCDPpS/+TO4Tu5MYGRE1F1wDUZE3VVra6zuugaTZRk1H/2jTcmopgL1ZSh94XsI2FtOxBH1RNwhRUTUAQqNHpZxi2DfsyJmv3XSNUmOqG38tSWofPepy0cjX6ROz4dlwhLoCoYDALylR9Gw7wMEbOWXb5IlVLzzSxTf9yc+pSMiIqKUMAyYAHVGEQJ1JVF9Cp0ZplHzUhBV6xyffgT7nvej2vX9xsE8diE0GYWQ/G64Tu6C4+DHEac2h5x1KH/jCRTf+zsIhTKZYRMlFBNSREQdlLng8wg21MB1csflRoUKWVfeB8OA8akLrAX1O96AHPRdbhAKZC/6MiwTl0IIBeRg48k0+uIxSJt+E+y730fN2n+GE1hywAfbjjeRs+TBVIRPREREfZxQKJF/yw9R/tqPEagvC7crjWnIu/EHUOqMKYwuNlkKoW7LSxFtSmM68m58BPqiUZBlGXLAB6FSwzBwEjLn3o2qD/4M5+EN4fv9VafhOrEDpuGzkh0+UcIwIUVE1EEKtQ75t/wQ3oqT8J4/CKHWwjhsBlTG9FSHFlPI64xY2ABA1sIvwjppObzlx1G7/r/wnNsPQEA/YAIy59+DtCnXQQ4FUbvu3+ExjkPrkTn/891ywUdERES9nyajEP3u/yvcpz6Bv64UKksWjENnQNFCOYVUcp/6BMGG6ssNCiUKbv8JtDkD0XBgLeq3v4ZAbQmESgPzqPnInH8Pcq99GJLXCffp3eFh9j0rmJCiXoUJKSKiTtLlDYEub0iqw2iV4+DHEXWjVJbsxmRUxUmUvvC9Jn0yPGf3ovT5wyi6+9dIm3o9bLveDh+vLAe8cB5eD+uk5Sn4FkRERESNO6WMQ6ejJzwes+9bHXFtHnMltDkDYdv1DmrWPhNul4N+NHz6IbxlR1H0ud8ic949EQkpz7n98NeVQpNRmLTYiRKpWxc1JyKiruMtORJxbRm3GEKhRN2mF2IWOJeDPtRtfhFCoYRl3KKIPk/pkaj7iYiIiCiat+RwxLV1whJIAS/qNr8Y835/zXk4Dq6FNncQtPnDIucqPZqwOImSjQkpIqI+IuR1RFxr84dClmW4z+6NO+ZSn67ZYkjyOGLdTkRERERNyFIookA5AGjzhsBXfiKqvSn3Ga7BqPfjK3tERD2Qr/os/DUXoDJnQVc4AkKINoxqds/FQuVCKCEjGGeI4uKtoWbtbfk8IiIiot5DlkLwXDgEydMATc7Atr06JwQa12Byk4nk8BorLsXFNZjMNRj1XkxIERH1ICG3HRXv/hqes/vCbZqsfsi9/rvQZvdvcazSYIm49lw4BOOQaTAOnQ7nkY0xx5iGzmi8t+RQ5Fx6S6zbiYiIiHolb+lRVLz3FIK2inCbcdhM5C7/f1BoDXHHCaGAQm+G5GkIt3kuHIS+eDSUxjSEXLaY44xDZ0CWZXgvNFuDGbgGo96Dr+wREfUQsiyj/K1fRCSjgMY6A2Wv/BCS39PieEP/8RHXjgNrIAcDyJh7FxQxEkwKgxUZV9wJKeCD48DHEX36ZnMRERER9VZBZz3KXn0sIhkFAK7j21C58g+tjm++BrPvXQWhVCNr4f2I2sEOQFc8BuaRc+EtOQx/zfnLHUIBffHYDn0Hou6ICSkioh7CV3EC3gsHY/aFnHVwHN7Q4njTyLlQaC+fRRNy21G35UVo0gtQfM9vYRm3GEpjOpSmDFjGL0bx534LdVoe6ja/AKlJ/SmFzgzTiDld86WIiIiIurmGTz+E5HPH7HMd24JAs0RVc5aJS6PGuM99CvOoeSi44wkYBk6CQm+BOr0AGVfciYLbHocsS6j5+F8R44xDpkFlyerclyHqRvjKHhFRD+GrPN1iv7/qTIv9Co0O5rELYf/k3XBb/bbXIEshZMz+LHKWPRRxv+T3oGbtP2Hb9XZEu2XcIijU2vYFT0RERNRDtbbG8lefgzotL26/vt9YqDOLEai9EG4rf/0nyFnyIEyj5sIwIHIHVcBWiaqVv4ev/HhEu3XS8g5ET9R9MSFFRNRDqIzpLfYrjWmtzpE+/SY4Dq6L2PFk2/EmGvathnn0AugKRgAAPKVH4Di0DnKz1wAVegvSpt3Q7tiJiIiIeiqlIa3l/lbWYEIIZM67BxVvPhFukwNeVL73FGo3PQ/LmIVQZxZC8rnhPvUJXCd3hg+fuUTffxz0A1gygXoXJqSIiHoIw6BJUBrTEXLVR3cKBcyjF7Q6h8qchfxbfoiylx+FHPSH2yWfG/Y9K2DfsyLuWKHWouCWx6AyZXQofiIiIqKeyDzuKtj3vB+zT5PVD9r8Ya3OYRo2A5nz70Xt+v9EtAdtFajb/EKLY9WZxci74RGI1k7mI+ph+DuaiKiHEEo18q7/DoRG36xDIGfJgy1uFW9KXzQKBXf8LGYh83iUBisKP/Nz6ApHtCdkIiIioh5PlzcEmfPvjWpX6C3IvfZbECK6MHks6TNuQdZVX0KsQuZxP7twBIrufBJKvbnNY4h6Cu6QIiLqQfT9xqL/l/6Bhk8/gr/2PFSmTFjGXQVNZnH75ikaiX5f+DPsu99Fw/4PEXLbY96nNKTBMuFqWCdfC1UbXgkkIiIi6o3SZ9wCw8BJaDi4FiG3HdqcQbCMW9TuRFHalOugLxoN26634Ti6CQgFY96nyR4A66TlsIxbBKHkX9upd+LvbCKiHkZlSkfGrNu6ZJ7MefcgY/Zn4Ty+FZ4LhyB5GmtLKQ0W6IpHwzRsJoRS3enPIiIiIurptLmDkJ07qPPz5A1G7rUPI2vhF+E4tB6+6rOQfC4IlQYqYwaMQ6dDVzSqzTuviHoqJqSIiPo4oVLDPGoezKPmpToUIiIioj5DabAiber1qQ6DKGVYQ4qIiIiIiIiIiJKKCSkioi4kSyGEPA5IPjdkWU51OERERER9ghwKIORpgNTkFGEi6t74yh4RUSdJPjcch9ejYd8H8FWeBtCYiBIqLQyDJsM6aRn0/cezDgARERFRFwrYq9CwbzUch9Yh2FAdblca0mAaNRfWicugySxKYYRE1BImpIiIOkgOBVG3+UXYdr8H2e+J7g/64Dq+Fa7jW6HOKELWwi/AOHhqCiIlIiIi6j2CzjpUf/Q3uI5vB2Qpqj/ktsH+ybuwf/Iu9AMnInvxV6FJL0hBpETUEiakiIg6QPJ7UfHWz+E+s6dN9wfqSlD+2k+QtehLSJt8bYKj6xlCbjvs+z6At/QIFBo9TCPnwjh0GoTg2+REREQUm7/2AspeeSxiR1RLPGf2ouS5b6Hg1h9BVzA8wdH1DL7qc2jYtxqB+jKorLmwTlgCbRecHkjUXkxIERG1kyyFUPHOL+Mmo4RGDznoB6RQ85Go+ejvUGgMsIxdmPhAuzF/bQlKX3wEIVd9uM15ZCNMo+Yh99qHmZQiIiKiKEFHDcpe/iGCjpqY/QqtEZLPFdUueRpQ9spjKLr7KWiyihMdZrfmOLwBle/9JmJnWcPeVche+iCs469OYWTUFzEhRUTUTrZd78B9aldEm0JngnXSNbBMuBpKgxV1W15Bw76VkDyOqPFVq/8EffFoqNPykhVyt1O1+umIZNQlzsMbYBwyDeZR81IQVWrJsoyGvatg3/M+/HVlUFtzYJ24DNYp10IolKkOj4iIKOUqV/4hKhmlzixG2tTrYR41DyGPA7Xr/wvn8a1AKBBxn+RzoeKdX6L4vj/22QdfIY8DVSv/GOM1RxnVH/wFxkFToDJnpiS2VAp5Xajf+jIch9ZD8jqhzR+G9Fm3wThocqpD6/X65n+JREQdJEsh2D95N6JNkzMQ/e7/KzLn3gUIgZLnvgXbtldiJqMAAKEg7HtWJiHa7ilgr4L3wsG4/Y6DHycxms4LeZ0IOus7fapizdpnUP3hX+CvOQ9IQQTqy1Dz8T9RtepPXRQpERFRz+WrPgvPmb0RbeaxV6HfF56GdcISeMuO4sKzD8F5ZENUMuoSf/VZeM7uT0a43ZLr+DbIQV/sTikE59HNyQ2oE2RZRtBZh5DX2al5pIAPZS99H7adbyHkqoccCsBbcgjlr/4IjkPruyZYios7pIiI2sF1cmfEkzmh0iD/lseg1FtQ/eHfYN+7AmhDYqLh04+QccWdUKi1iQy3W5JaWTh0dmGRLL6qM6hZ+ww85z4F0PiENnPu3TANn9Xuufz1ZVGJzkscB9YgbfK10OYN7lS8REREPVnD3lUR19q8ochZ+nWE3A2oeOeXLT7sasq+ZwUMAycmIsRuL+SN87D0Un+8h6ndjOPIRtRtegGBulIAgH7ARGRfdT80Wf3aP9fBtfBVnorZV7Pu3zCNmAOhZNokUfhvloioHRwH1kZcm0fPh9qSjdoNz8G+5/02zyN5HXCd3AHzyLldHWLSBV31qN/2WuNTNykEQ//xSJ91G4KOWtTveAO+8pNQ6s0wj1mAtGk3QZ1RAIXGAMnvjjmfLm9Ikr9B+/nry1D6wnch+S5/h0DtBVS89XPk3fAITCNmt2s+96lPWux3ndrJhBQREfVZciiIhmY7qNNn3AwIBcrf+Al85SfaPJfr5E6E3HYoDdauDjPpvOUnUL/9NXhLDkOh1sM08gpYp98I1+GNsO9bjWBDDdQZBUibch1MI+dCmze0xfl0+S33dweOwxtQ+e6vI9o8Z/ei5Pnvovjzf4DamtOu+Vwnd8XtCznr4Ks8xWL4CcSEFBFRO/hrzkdcm8dcCSngg31325NRl+e60FVhpUzQVY+S576FoL0y3OY4tA7OY1saC7tfJHkdqNv0AjznPkXB7T+Fder1qN/yUtR8QqWFdcp1HYpF8rnhPrsPkCXo+41N6ELTtuPNiGRUU7Wbnodx+CwIIdo+YWu76jr3NiAREVGPFnTUQvZ7wtdCo4dx6Ax4zh9oVzIKACBL8NeVQd/DE1Lus/tR9tqPgFAQABCCDfXbXoV978qI3ei+smOofPfXCNSVIX32HdAVjoC39GjUfJrsATAMntKhWAK2SnjLjkKhNcDQfwKESt2xL9UKWZZQu/F/MfskrwO2nW8he9GX2ztrax/azvmoPZiQIiJqh+ZJCHVaPoL2qri7fSIIRUQRyXgJjZ7Etv2NiGTUJU2TUU15zh+A8+gmZMy+A3IoAPsn74bvVafnI2fpQ9BkFLY7DvueFahZ9yzkgLexQalC+vSbkXHFXe1LDLXRpdf0YgnUXkDIZYPKlN7m+QyDJgNrn4nfP2Rqu+IjIiLqTZqvs9SWbAilCv6qM20ar9AaItZdsU7i60lkWUbN2n+Ek1FNxSuNULflJVjGL0b+zT9E5YrfRxzQox8wAbnL/1+7D1GRgwFUffDni28QNCZuFAYrcpc+BOPQ6e2aqy2C9moEbRVx+z3n46/P4jEMmhJ3p7rSmMYd6gnGhBQRUTuIZjWfQl4nVMY0AAKtPWHRFY2KqG+QjPpRUtAP96lPEHTWQZvdH7riMV2aoHGe2N7+Mce3wzx6AbLm34v0GbfAV3kaCo0e2rzBHTr1xnViB6o//GtkYyiI+q2vQGXKgHXS8nbP2Rqh0rTS374ng5rMIlgnLYd9z4qoPtPo+T3iNUYiIqJEaf5z91K9SaUxrfXBShWUxoyIhFQy1mBBlw3uU7sgh4LQ9x/XoQducee2VcBffa59g2QJrlO7YJ2wBAW3/ggBWwUCtgqorDnQpBd0KI6adf+G48CaiDbJbUf5279A8b1/gDa7f4fmjae19ZVQtrw+i8Uy9io07FsNf/XZqL7M+Z+HUCZmtxc1YkKKiKgdVObMiB1BrhM7kDHrNhiGTIX75M7YY6w5yJhzF2w73ohoV5oyEhqr5/xBVLzzJEIuW7hNmzcU+Tc/2nVH+kqh9o9psktMqTPB0H9cp0Ko3/lW/L4db8IycVmX75IyDpsZc+ECAPr+46DUmdo9Z9aiL0OdXgD77vcRsJVDZcmBdeJSpE2/qZPREhER9WwqYzqaPvwLOevgLT8B45DpUOjMkOIU69b1H4e0Kdeh4s2fR7Qneg1Wv+NN1G54DpAu72Ayj1uEnCUPtnsXUiyyFL0zqo0Dw/+oTsuDOi2vwzGEvC407P8gTmcQ9t3vIWfJgx2ePxaVKQO6wpHwlh6J2d+Rg2UUGh0KP/sL1G1+EY5D6yB5XdAWDEP6jFthGjajsyFTK9r/KJqIqA8zDpsZcd2wbxXkUBA5ix+AOj0/6n7LuMXo/5V/QWXJgr+myZMsoYBpaOJ+yAVdNpS//pOIZBQA+CpOoOLtJyF30fvwhgHtP6Wmq0+2aekJYdBeefk1vi6UNvUGaLIHRLUrtAZkXfnFDs0phAJpU69H/688g8HffQ8DHvg30mfe2iULVyIiop5MoTXAMGhSRJt993tQaHTIve5b0TuXhQK51zyMos/8vLFeUpNEjCZ7ANQd3BHUFq4TO1C77t8RySgAcHz6Eeq2vNwln6FOL4DK0r7i3UDjq3ldJWArj1uiAUDcB3edlXXVlyDUuqh2be5gWCdf06E5lXozshd9GYO+8TIGf/ddFH/uN0xGJQl3SBERtYNl7FWo2/i/8A/gYEM1qtf8A9mLv4riz/8JjsPr4b1wCEKthWnkXOj7jUXIbUf16j9FzGMcOgMqS1bC4nQcWBO3rpW39Ah8FSe75CSVtJm3wHlsS4xaDLFfYdRk94d5zJWd/tymVKZ0+OM8GVVoDK2+XtcRSp0RhXf+ErZdb8N1fCvkoB/6/uORNv2mDm97byoRda+IiIh6MuvEZXCf3h2+dhz8GMYh02EaMRv9v/QPNHz6Ifx1pVBZsmEZtwiajEJ4zh+EbdfbkfNMWp7Qn7O2T96N22ffswIZs+/o9MMmoVAic/49UafNAYBQqiGHAlHtlolLu2SNconKkNZiv9LY9lqa7aHLH4rie38P24434blwAEKlhWnEHKRNuQ4Kjb7T83MNllxMSBERtYNSb4Z51Hw0fPphuK1h70o4j2wMJz4UWiO0OQMgB3xwHtmI2vX/QbChOmKeRNQ1aspfV9pif6C2pEsSUpr0AhTe9SvUrv9P4yJRlqAtGI7MuZ9D0FGD+u2vIVBbAqHWwjxqPjLnfQ6KGE+1OsM89qrGJ5Ex+xYmbIeRUmdE5hV3IvOKOxMyPxEREV1mGDwFKmtuROmEird/AYXBCqFQQiiUUOjMUOotCLkbUHd0S+OJvk0Kfyu0RphHz09onIEW1mCSpwEhj+Ni/dHOMY+aB6FUo27LS43F3RVKmIbNQvoVd8JxYA0a9n8AyeOA0pyJtMnXIm3ajZ3+zKZUlizoB06E58zemP2WcYu79POa0mQWIWfZQwmbn5KHCSkionbKmHsXXKd2IeSqD7c1PdEk5KxDoPYCnEc2xRxvHr0A+k7WTWqNytzy7quu3J2lze6Pglt/BCnoByQJCs3lhJNl7EJIAS+EUp2wxFDalOvgLTkMV7MC67rCEcice3dCPpOIiIiSSyiUyFnyNZS9+njkqcVu++WbGqrhrzoN++73Ys6RvegrXbKLpiUqSxaCjpqYfUKtg1Jn7LLPMg2fBdPwWZB8bgiVOlyAWzv/XmTO+xzkgB9CrU3Yrp+cJV9H6Uvfjzr5Lm3qDTAMnpKQz6TehQkpIqJ2CjZUx9wK3RaGgZOQs+yhhG8Htoy9CvXbXo1ZdFydWQRd8egu/0xFnFfjunpHVHNCqULeTd+H+8zexqSUFIJh4CQYh86AUPLHHBERUW8RqK8AOlgHM3PePTCPWdDFEUWzjF/SWLcqVt/YqxJyaptCa4hqE0IBoUnsGkxtzUG/+56G48gGeEuOQKE1wDxqHnQFwxP6udR7cKVORNQOvqqzKHvlhxFHB7eVKi0PeTc/mpTjY9Vpuci95puoXPG7iK3qSlMG8m54BEL0rjMthFDAOGgyjIMmpzoUIiIiSgD7/g9Q/eFfOjTWPGYh0mfe2sURxfmssQvhLT+Ohr0rI9r1/cYhc/49SYkhmRQaHazjr4Z1/NWpDoV6ICakiIjaSAr4UP7GT6OSUQqDFUqtEYH6shbHB20VaNizEmnTbkhglJeZR82DvngMHIfXI+isgzZ7AEwjroh4pY6IiIiou/NVnEL16j9HtavS8iEHfQg561oc7zi0DmlTr4c2d1CiQgwTQiDn6gdgGb8YruPbIIcC0PcfD8PAib3ugSBRZzEhRUTURs4jmyIKaQJA2vSbkTnvcxAKJTxlx+ErOwahVEGoNJBDQdRvfxVB2+Ux9TvfhHXyNUl7lUxlzkT69JuT8llEREREiVC/882IulFCpUHudd+BadgMSJIE98mdCDZUQSg1UGj1CNgqULflZeBSiQVZQv2ON5B33beTFrMubwh0eUOS9nlEPRETUkREbWTfuyLi2jx6ATLn34ugrQLVH/4V7jN7AAAKvQXp029C2vSbYBgwHuf/+QDkoB9AY8Fz14ntMI2Yk/T4iYiIiHqaoKsezqNbItqylzwI07AZcJ36BDUf/wuB2gsAAE1WP2QuuA8Zs26HypyFqhW/C49xHt2C4ML7u+SEOyLqGtwzSETUBr7K0/CVn2jSIpAx57OQvE6UvPhIOBkFNB7pW7v+P6jb/BLUaXkwj70qYi77vg+SFDURERFRz+Y4sBaQLtfDVGcUwjx6PjznD6D89Z+Ek1EA4K85j/LXfwLP+QMwj1kAdXr+5YmkIBwH1yYzdCJqBRNSRERt4K04EXGt7z8W6vR8NOz/AKE4R/vadr4FyeeGZfziiHZfs7mIiIiIKDZfxcmIa8u4RRBCgbotL0W8xhcmS6jb8jKEUMA8blGLcxFRavGVPSKiNpC8zohrTc5AAIDnwsG4Y+SAF96Kk9AXjWo2lwuyLLGwZTNS0A/X8W0I2CuhTsuDcegMKFSaVIdFREREKRRqvgbLHgAA8Fw4FHfMpT7txfVavLmoUdBVD9exbZB8LugKR0JXPBpCiFSHRX0AE1JERG0gFJF/XF6qCaVQt3xinUKjg3ypoGa4UQmAP+Sb8pafQPnrP0HIVR9uU5oykH/LYywISkRE1IcJhTLiuukaTPK5Yo5RqLWN9wb8zebiX3+bs+9dheqP/h7xWqSueAzyb34USp0phZFRX8DH80REbaBsVgDTc3Y/ZFlusTi5Ki0P2rwhcJ/Z22wuK586NSEFvCh//ccRySigsQB8+es/gRT0xxlJREREvZ3SmB5x7Tm3HwBaXIOZRl4BAHCf2xc5l8HatcH1cN7So6j+4M8RySgA8F44iOoP/5qiqKgvYUKKiKgN9P3HAU2eqgXqy+A5tx/G4bNgHDYz6n6hVCNnyYMQQgH73lURfcZBkxMeb0/iOrYNIZctZl/IWQfX8W1tnivktqPhwFrY962Gv660iyIkIiKiVDEMmhRx3XDwY0g+NzKuuAsqa27U/aq0PGTMuROSzw3HofXN5uIarCn73pVx+5xHNiEYZ30Wi7/mAux7V6Hh4McIeRxdEB31BdyzSETUBipjOkzDZ8F5ZGO4rWbNP1B091PIu+F7cBxYC8ehdQh5HNDlD4N16nXQZg+A48gmeM5G7pCyTFyW7PC7tYCtolP9l9g+eQ+16/4d8YqkeexVjYlBJX/cERER9USmYTNRY0wLP7yS/R7UrP0nspd+HcX3/Ba23e/DfWoXAMAweCrSplwLhc6MqlV/hOz3hOdRGtNhGjYjFV+h22pxjSVLCDZUQdXsLYGo24IBVK78PZyHN4TbhEqDrKu+BOuEJV0UKfVWXKETEbWRddKyiISUv+Y8Sp7/DnKWfh2W8YsjTtOT/F7Ub38dtRuei5hDWzCcNZGaUaVFP91sSh3j6WdzrtO7UbPm71HtjgNroDJnInPu3R2Oj4iIiFJHKNWwjL8a9VtfCbc1fPohpKAPWfM/j8wr7kTmFXeG+4INNaj88NcRazYAsIy/GkKpTlrcPYHamgtvyeHYnUJAZc5udY7ajc9FJKOAxjpf1aufhjq9AIb+47oiVOqlmJAiImojXdFoGIfNguv41nCbv/osSp57GNr8oTAMmgKF1oBAbQmcRzdHF9pUKJG14L4kR939mYbNQo3hX5Dc9qg+pTEt5iuRzdl3vxe/b88KZMy+o8ctQmVZhq/iJDznD0DyOiDLMpR6C/TFo6HNH8Y6ZERE1GekTb0BjoMfI9hQHW5zHt4A55FNMA6ZBl3hCACAt+QIXKd2AbIUMV5lyUbatBuSGXKPYJm4FI5D62L2mYbPhsqUHrPvEingiypN0ZR993s9MiElSyG4T++Br+oMJJ8LQqmGypQBw+ApUFtzUh1er8KEFBFRGwkhkHvNN1H6ci18Zcci+nzlJ+ArP9HSaOQsfQj64tGJDbIHUmh0KLj5hyh746cRSSmlwYr8Wx4Ln5TTEn9tSdw+yetEyG2HypzVJfEmmhT0w3loPex7V8JXcTLmPdrcwbBMWgbzqPlt+vdDRETUkyn1ZhTc9mOUPP9dSN4m9YlkCa4T2+E6sT3uWIXegoLbfswT42LQF41C1qIvo2btPwEpFG7XFY5A9tVfa3V8yFkHOeCN29/S+qw7Cjrr0bBvNez7ViHkrIu+QShgHDwVlknLYBg4iQ8HuwATUkRE7aDQ6FB4xxOoePfXcJ/c2aYxQqVF7rUPwzR8VkS75PfAcXgD3Gf2IOSyA7IEhc4EXcEwWMYugsrSMxIoXUFXOAIDvvIvOI9tQcBWAXV6PkzDZ0Gh1rVpvMqchWCcOghCpYFCZ+7KcBMmYKtA+es/gb/mfIv3+SpPoXrVn2Db8Rbyb30MmvSCJEVIRESUGpqsfii6+9cof+3HCNjK2zRGnZaP/Ft/BE1mUUR7oKEajk8/grf8BCSvE1AooTRYYRg0CeaR86DQtG390RukTb4WpmEz4Ty6BZLPBV3hSOgHjIcQrZ9/pjRYGw/9aXZK3yU9aS3rOrkLFe/+KqLuWBRZguvkDrhO7oBx2CzkXvvNNq9VKTYmpIiI2kmh0SP/5h/CfXIn7HtXwn16d8z7lAYrzOMWwTppOdSWxnfwg656+KvOwnlsC5xHNkLyuaPGuU/tQt3ml2AcOgPpM2+BLn9YQr9Pd6HQ6GAZu7BDY63jr4b3wsGYfeYxV/aIXUT++jKUPv+duCcOxhKoK0Hp/76NwjufhCazOHHBERERdQOazCIU3/cnOA6uhX3PirgPcDRZ/WCdtBzmMQuh0OggyzKCtgp4yo7CdWRzzNf6AMB1bAtqP/43zGOuRPrMW6EyZST6K3ULKnMW0qZe3+5xCq0B5pFXxH3tzzr+6s6GlhTOo5tR8c6vYv6eiMd1fCvKXrGh4Paf9oh1ZnfFhBQRUQcIIWAcOh3GodPhry+D++QuBJ11kIN+KHQmaLP7wzhkOoSqsW5R0FmP6g/+3OKW8giyBNfxrXCd2I7sqx/gKSWtMI2eD2/ZMdj3vB/Rrisa1ea6XVLAh0B9GRRaY9LrA0g+N8pf/VGMZJSAfuAE6AtHAQC8ZUfhPr0HgBy+I+S2o+zVx1H8+T/wdQQiIur1FBodrJOWwzJxGbwlh+C5cAghTwMAXKy1OAa6olHh16k8JYdR/eFf4a8606b5JZ8L9t3vwXlkE/Jv/RF0+UMT9l16g6xFX4a/viyqnEXatJtgHD67TXOE3HYEHbVQWXOSvpbxlh1DxXtPRSWjhFoH07CZUGcVQ/K54T69O+r3kLfkMKpW/h65132Hr+91EBNSRESdpEkvgKaFp0pyKICyVx6Fv/pc+yeXJVSvfhqQJVgnLutElIkhh4Jwn9uPkNsObe4gaLMHdMm8QUcNXKd3A5IEw8CJUKfltXi/EALZi78C87ir4Dq2FXLQD33/8TAMmgShULb8HWQJ9VtegW3X2+FC9LriMchZ8rWk7TqyffIOAvWRrx8Yh85A1sIvRn33gK0SNev+DdexLeG2oL0Stp1vI3PuXUmJl4iIKNWEENAXj4G+eEzce/w151H28g8hB33tnj/ktqH0pe+j6M5fQps7qDOhJkTI64Tn7D7IUgj6/uOgMrZcgLytvBUn4S09CqXWCMOQaVDqjC3er9SZUHTXr+A+9Qk85w9AqLUwDZ/dpn9nIY8D1R/+Fc6jmxsTQgoVzKPnI3vRl6HQ6Lvk+7Sm5uN/AaEmrxwKBTJm3wHrlOsjvrs87x54Sw6h+oO/ROzMcx7ZBOuka1gntoOYkCIiSjDnsa0tJqMsE66GafgcCKUavspTaPj0w6j7qz/8GzRZ/VpcdCWb58JBVL77FIKOmnCbYdBk5F737Q4/3ZJlGXWbX2w82jn8pErAOmk5shZ9qdV6Brq8IdDlDWnXZ9ZteiHiKGkA8F44iNIXH0HxfU9DZUxr13ztJUsh2PetjmgzjZqH3GsfhuTzoH7ba42vFqDx36910nLk3fA9VK34PRwH14bHNOz/ABmzb+9xpwkSERElSv2ON+MnoxQqZC74PHS5gyGHAnCf2w/Hpx8h1OSAFdnvQdnrP0a/L/yl1cRMMtl2vYPaDf+FHPQ3NihUSJ9+EzLm3t3hnTqSz42KdxsTS5cItQ45S78O86h5LY4VCmX4zYG2kmUJZa89HrmzSgrCcWANQq565N/6eMJ3HfmqzsBbcjiiLWfZ/8EydiH8daWo2/gcvOUnoNSZYBo9H+ZR81B4169Q8r9vIdCkYLt970ompDqo9UplRETtFGyogfvMXviqz0KW5dYH9HLekiMt9uvyh0Pffxx0hcORNvV6FN/3NHKv+zaEqsn76LKEui2vxJ8kyYKOWpS99uOIZBQAuE/vRtWK33d4Xufh9ajf8lKzbdMy7Hveh23XOx2eNx7J54Zt19sx+0IuGxqaJYoSwXViB0KO2vC1UGuRvfirkDwOlPzvYdRu+C+8JYfhLTmMuo3/Q8l/v4mQ24bsRV+GaPL0MOSqh/N4G18JJSKiXkeWZfiqzsJ9Zm/Uz+e+ylvawhpMCsI8fDZ0hY3rsKz596L/A8/C2mzXe8hRi4b9HyQ40rZzHtuKmrXPXE5GAYAURP22V2Hfs6LD81Z/9LeIZBQAyAEvKt/7DXyVpzs8bzzuM3ujXvML953eDV/58S7/zObse1dGXOuKx8AydiE8Fw7hwr8fgn3PCvjKj8N9Zg+q3v8tKt99CgqtAdlXfSlinPPoFgRd9QmPtzfiDiki6jKS34Oq1U/DeWQjcDERpc0fitxrHo463aRPaaXQYcP+D1H1wV8AKQhd0ShkzPkszKPmQShUqHj7F+H7PGf3wl9XCk1GYaIjjkkOBdBwYC2cRzYhUFca9xQS14nt8NeXdejkN9sn78bts3/yLtKm3tClT8t8VachB+Jv42/+1CwR3KcjF3/mUfOh1JlQ/eHfIp6+XRKoL0PdpheQs+RBWMZcGbH4dJ/6BOaRVyQ8ZiIi6l78NRdQ+f5v4Ks42dggBMyj5iP76q/1qRPjorSys7r8rZ/BV34CUKpgGjYTmfPuRfbC+yEHfBEPpex7VyJt2g1tOnkuEYKueth3vw/PuU/hr4m/6962621YJy1v91op5LbDcXhD7E5Zgn3P+8hZ+lC75mxNa2ssT8lh6AqGd+lnNuc+FXkwUdrkayDLMqpW/Snmzjrn0U0wjZgD4/CZUKcXIFBf1tghBeE5ux/m0fMTGm9vxB1SRNRlKt//LZyHN4STUQDgKz+B0pcfjXmaXF+hNrd85K237Gj4uFxvyWGUvfIYXKd3wzRiNrTNfhAnY8dOLHIwgLJXf4Tq1U/Dc25/q09e/dWxT71pTaCuNG5fsKEacijQoXnjUahbrk8gklC/INiskLlh4EQAgOPIxrhjnEc2AQD0AyZEtIfctuibiYioVwt5XSh9+QeXk1EAIMtwHFqHqpW/T1lc3YFSb26x31d+ovEfQkE4j2xCyfPfRtBRi8y5dwPKy3s3grYKeM7uS2Ck8QXqy3Hh2f9D/dZX4C090uKaOmiriNw51dbPsFUAUihuv782/vqso1qrEZWMGlKhZruaDAMnwV95GoG66AeClziObIQQiug1WDtOSabLmJAioi7hr70A1/FtMftCjho4Dq9PbkDdSMhV174BsoTa9f+BLMtRx+V6krBjJxb7vtXwnPu0zferTB0rrKlqIXmnNFi7vD6SJncQ1Bnxd++ZR87t0s+LqWkhTSD8qqYc8MYdIvk9kGU56pjhrk7YERFR9+c4+DFCzthrDefRzfBf2sXRB0nxdkHH2ekUctbBtusdKA1WmIbNjOjztFKCIVGq1/wj7v+/zSm0xvAJz+2hMmW23G9p+eFqR5hGzAEQeyeXUKqj/v13NVmWITdLwgmVBlIg9hsA4XEX3xCIWoNJwVi3UyuYkCKiLhHxVC5Wf3nL/b1ZyOOIuFZZsmEesxBKa07cMf6qMwi5bFE7pKRmczXlLT+OqtVPo+y1H6Nm3bONT7u6iLOF3TrNabIHQJs/rEOfY5mwpMW+ri5uKYRAztIHIdTRrzOYRlwB4/DELoYAQNGsALy/+iwAQFc4Mu4YXeFICCHgqzobOZc2uUclExFR6vkqTrTS33fXYJLXGXGtzhkI66RrmtWqjOQ+swdAY43PiLk8DTHvl6UQnEc3o+KdX6L8jSdg2/VOl70ZIPncUXWdWmIZt6hDrxWqLFkwDJ4at9/awvqso9Rpecicf0/MvqxFX4bSYO3yz2xKCAGFNrJQvb/6HLQ5g2KuCy/RFTWuz3wX12uXNJ+L2oYJKSLqEgq9pZX+PvwX5WZJlLRpNyL3mv8HZQs/7ABAKBQRrz9ebIx5b/3Ot1Dy32+iYd9quE/tgm3HGzj/zANwnd4d8/72kuLUi2pOacpoLMjewcSRddJymEcviGo3DJ6KjFl3dGjO1uiLx6D483+AddI10OYPg2HgJORe8zByr/tWUmpFaPMGR1w3fPoRZFlC+qzbo37vNBLImH07ZFmG48CaFuciIqLeT9HKa2nKVtZovVqzn6P5138H6bNua2VM489+uXnSKsaaQA4FUf7mz1Dx9pNwHtkE14ntqFn7DC48+38INnS+sHzjDq+2HRCkKx6DjCvu7PBn5Sx9CJrsAc1aBTLn3wt9v7Ednrcl6TNuQcEdP4NpxBxo84fCNGoeCu/6dUISYLFEr8E+hEJrQFqzwvaXKI1psExYioC9Cp6z+1uci9qGRc2JqEsY+o+D0pQRd0txrCRDX9F8IegtOQxMuQ7GodPhr4lda0lXOAJKgxXOo5sj5zJELyr9tSWo/fjfUe1yyI/K93+LAQ88C4VK04lv0BiPv9mToEuEWte4kMgbAsuYK6HQGjr8OUKhRM4134R18jVwndgBWZZgGDgJ+n5ju2x3VMjTgGBDDaSADwqtAWprDjQZhche/JUumb+9zKOvRO2G/4XriAXqy+A8vAHm0QuQf9OjqPn4nwjUlwMAVGl5yFpwHwwDJ8FxZFPk7x+hgGXswlR8BSIiSiHz6AWwxzmJVmXOSlgyoSdQ6i0INtkx7ik5DOv4q6HNGxJ355hx6HQA0UW3YyX27PtWw31yZ1R7wFaO6rXPIP/GRzoTPpTGNKjS8iK+Q1PqjELo+4+DYeAkGIdMg1AoO/xZKlM6iu/9PVwndsBbdhQKrQGmkXO77DAdWZYRbKhGyG0HpBAUejPUaXkwDBgPw4DxXfIZ7WUZvziiNljDp2uQNu0mZFxxJ4RSBdvOtyH5XAAaE345S74GlTENVav+GLHLTpMzENq8ockOv1dgQoqIuoRQqpF7zTdR/vpPo06lyJj7OWhzBqYostTT9xuH+q2vhK+dx7cj6KxH2tQb4DyyGQFbecT9QqlG5oL7IMsy7HtXNZsrelHpOLQO8Z6eSW473Kf3wDRsRqe+Q9q0G+E4tD5mXaOsBZ+HddLyTs3flBACuoLhXXqyihwKwnViB+x7V0TXwlKoYBoxG9aJy6ArGtXlrwW2RmVKh2n4rIjXIqtWPQ2F1gTj0OkwDJnaWOxdBtSZhRBCAdfp3aha+YeIeYzDZrRYg4uIiHonXd4QZMy5E3WbX4hoF2odcq75ZqeSFD2dvv84+MqPh68b9q6CdfzVyLryiyh75YdRtRfV6QVIm3Idgo4auJolmvT9Y6zBDn4c97Ndx7dB8rk796BOCGTM/gyqVvwuuk+pRt4Nj0CbM6DD80fP2bgmMo2Y3WVzhrxOOA6shX3vyqjDaxR6CyzjFsE6cSnUaXld9pltZRo2EzXGtHBBcjnoQ9mrj6Hg1seRMfszSJt2EwL1ZVDoTFBbsiHLMuo2v4iG/R9GzNORkw2pERNSRNRlDAMmoN8X/wL7vlXwV5+DypQO89hF0BfFr4XTF+j7j4M6o+jyiR1SEDXr/oXcax5G4d2/Rv3WV+A8tgVy0A99v3HImHU7tHmDYd//QeSuJKGApVmRcyC6RlVz8WoetIcmoxCFdzyBqg/+An/VaQCAwmBFxqw7YJm4rNPzJ5L7zB5UrfoTgg3VsW+QgnAe3gDn4Q3Q5g9F7jUPQ5MZv9B5IqRNv6lxN9zFp21y0Ify138M/YAJsE5YAl3hCAACrmPbYN+/Gp4ze5vNIJA+/eakxkxERN1HxpzPQN9/HBwH1iLoqoc2ZwAsE5ZC3UK9yr7AOmEJbNvfwKUHd76Kk2g4sBaWsQsb12BbXobnwkEIlQamEXOQMet2KHQmVL7zl8gdMFn9oCsaHTV/S7U9IUudTkgBgGXsQsihAOo2vRA+FU6T3R/Zi77apcmoribLMmzbX0fdlpejHlZfInkaYNvxBmw73oR59HxkX/1AUk7Xu0Qo1UibdhNq111+0yBQV4pz//wqzKPmwzL2KqgziyD53bB98h7se1ZEncCnMmfBPGp+0mLubZiQIqIupU7LRdb8e1MdRrcihIB14lLUrH0m3OY8tB5CKJB11ZeQvejLyF705XCfHArCtusd1Hz8r4h5jEOmxVxY6vKGoKWUkza/a7YQ6wpHoPjzf0DAVg7Z74Umq7jLT73rag0H1jbuJGqheGlTvvITKPnft1Fw2+NdukOrNbq8Iche/FVUf/DniHbP2X1tOmY666ovJTVeIiLqfvTFo6Evjk6a9GXqtDwYBk+OKAxeteqPkHxuWCcuRf7Nj0bcH/I0oPL938B5dFNEe7wdMNr8IVE73S9RmjKg7OCpw81ZJyyBZexV8NdegFBpoE4v6NY7cmRZQtXKP0bVumxhBByH1sFfW4KC238CZSt10bpS2rQb4C07BtexLZcbQ0E4DqxpNX6h1iLv5keh0LRcF5biY0KKiCgJLOMXw777/YhFi+Pgx3Ae3QLTyCug7z8OCpUG3oqTMY9vFko1MmZ/JubcplFzUbf1FQTtlVF9hkGTu/R1SSEENOkFXTZfIrlO7oqbjFKn5UOhNyPYUBXepn2J5HWg7LUfo+juX3dZ3YS2sE5cCjkURM2af6CtBUwBgcwr70PalGsTGRoREVGPlTHnTrjP7AvXaoQUQs2av6N++2uwjF0Ibe5gSEE/PGf3w3l0E+SgP2K8OqMQ5jg1GtOm3QTnsa2AFIrqS59+c5e+LimUqh5TAqP243/HTuYIBTRZ/SCUKvhrS6JKQfgqTqD8jZ+i4I4nOl3/tK2EUCDv2m+hUiiiEpEtUehMyL/5UejyhiQwut6PCSkioiRQaPTIv/VHKHn+OxGv0MlBXxuewAjkXPPNuKd3KNQ6FN7xBCreewq+smPhMcbhs5Cz9KGu+xI9iOT3onLF76KSUeZxi5A2+VpocwcBaHyC5zm7H/U73ojYiSR5GlC9+s8o/OzPkxk20qZcC01WMeo2vQBv6ZEW79UWDEfGnM/COGhykqIjIiLqeXT5Q5G7/BuofO83aPrAJ+SsQ/2211ocqzRYkX/rj6CIczKyLn8o8m/8Pqo//CuCjsZT9YRah/QZN8M65bou+w49iefCIdh2vR3RptAakDb9ZljGL4bK2LhrTAp44TyyCfXbXg0f3gI0FpO37XobGTNbOQ2xCwmVGrnXfxu6olGw7XwLwYaq+DcrlDANm4nMefdAnZ6ftBh7KyakiIiSRJNZhKK7fomyVx+PuZspFqHSIPfab8E0fFaL96nT81H8ud/AV30OIWct1BlFfbpuhOPIhsjaWUKBvOu/A9OIOZB8bjR8ugZBZx00Wf1gHDIV+gETULvhv7Btfz08xHP+U/iqzia9PoNhwAQYBkyAr/I07HtXwnPhUPi7KPRm6ItGwzJxKZ/IERERtZF59HwIpQqV7/0mqpB5PKq0PBTc9uNWd4Ybh06HYfAUeMuOQw76oMsf1um6UT2Zffd7EddKUwYKP/sLaDIKEbBXwbbrHcihAPT9x8EybhFMw2ej7LUfw1ty6PIce1Z0+Q6z1gihQNqUa2GdtAzu07vRsP9D+KrPQvK6IFRqqIzpMA6dDsv4q6EyZyYtrt6OCSkioiTSZBaj+PN/hH3P+2jYtzpuoW2h0cMy5kpYp17frlfktNn9gez+XRVujyTLMuy7V0S0WSdfC9OIOXCf2YuKt58MH+ELNJ6ok3/b48icdw+8Fw7CW3o03GffuxI5Vz+QtNib0uYOQs6SB1Py2URERL2NacQcaHIGwrbzrbgnBwOAypINy4SlSJt8TZsTS0Kh7POH+ABA0FEL5/FtEW05Sx+CJqMQdVteQt3mFwH58i4149AZyL3+O8i78Xs499cvhoufhxy1cJ3Y0eoD2UQQCiWMQ6bBOGRa0j+7L2JCiogoyZQ6IzJm3Y70GbfAdXIXPGf3IuS2Q5ZCUOrM0BYMg3nk3D79dK0zArUl4ZMAGwmkTb0eQVc9yt/8WdQCNFBfhoo3f47i+/6EtKk3oKL0yXCf8/AGZC/+CoRQJCl6IiIiShRNRiFyljyIzPmfh/PIRnjLj0PyOiEUKigNFhgGToJh8JSk7szpTZxHN0fU01JnFsMwaDKcx7ehbtMLUfe7TmxH3YbnkLXwizCPno+G/R+E+xyH1qckIUXJxYQUEfVJsiyn/HQSoVDCNGwGTMNmpDSO3iZgq4i41hWOgNqag/rtr8d9GuqvPgvvhUMwDp0BoVSHt/NLPhckrxNKvSXhcRMREfUF3WENptQZYZ24FNaJS1MaR2/TfA1mHnkFhBCw734/7hj7/g+QOe8emEbOjUhItbW8BfVsTEgRUZ8hyxLsu99vPO2uvgwqay6sE5cibdqNfBLWi0gBT8S10pQBIHqR1FzAVg59vzFQGqzhwqQAIPk8TEgRERF1QsjrRN2mF+A4tB6SzwVt/lBkzLwNxqHTUx0adSGp2YO/tqzBZL8HIY8dKnNG5Fx+d9cHSN0O30Egoj6j5qO/o2bNPxCoLwPQ+OSldv1/Gk9jo15DodZHXIecdQAAdVpei+NU1lzIoSBCbnvkfFp9nBFERETUGingRemLj8C++z1IXgcgS/CVHUP5Gz9Fw4G1qQ6PulDz0wgvr8Fy444Rah2UeiuCzvrIuTQsXdEXMCFFRH2Cv64U9j0rYvY5D62Ht/x4kiOiRGm+6PGWHUPAXgXzmIUQKm3MMZqsftD3GwPXiR0Rp+8otAYotMaExktERNSbOQ6shb/qTMy+2nXPtvnUO+r+mj/8cx7dDFmWYZ24PO4Yy/jFECo1nEc2RrSr+vBp0X0JE1JE1Ce4T+9uuf/UJ0mKhBJNnVkMTc7Ayw2yBPvu96AypSPvpu9DaCJ3PKnS8pB30w8ACNg+eSeizzRyLl/nJCIi6gRXC2uskNsGb8XJJEZDiWQaMRtochCMv+Y8PGf3wjh8FtJn3QEgsnaYYfBUZM67B0GXDY5D6yL6zKPmJyFiSjXWkCKiPqK14pmpLa5JXUcIAeuk5ahe/XS4zbbrHeiKRsE0bCYGPPAfOI9uQshZB01Wv8b6FQoV6jY9D2/J4Yi5rBOXJTt8IiKiPkVwDdZrqMxZMA6bAdexreG2ypV/QNGdv0Tm3LtgGbsQzuPbIAf90PcfD13hCMgBHyrf+SXkgC88RmnKYH2xPoIJKSLqEwyDJwNrWugfMjV5wVDCmUfNQ+36/zbWqgAAWULFmz+HZcLVsE6+FtYJSxqbZRme8wdg2/FG1C46XfEYaHMHJTt0IiKiXsU4ZCrcp3bF7FMa06HNG5zkiCiR0iZfF5GQCjlqceHZ/0P6jFtgGb8Y6dNvAgBIQT8cBz9G/bZXEagrjZjDOmk5hJKpir6A/y8TUZ+gSS+Adcp1sH/yblSfecyV0OUNSUFUlCgKjR65y7+B8jd/BsjSxVYZDftWo2HfaqgzCqHUWxCwV4YLbkaM15mRs+TB5AZNRETUC5nHLETDvg/gqzwV1Ze14D4IpToFUVGi6PuNiVpzSz4Xajf8F7Wbnocmqz+ESg1/zXnIfk/UeF3hCKRNuzGZIVMKMSFFRH1G1sIvQpNRCNvu9xGoL4famg3LhKVIm3p9qkOjBDAOnY6cJQ+iavXTTZJSjQJ1pQigNOY4hdaI/FsfgyazKBlhEhER9WoKtRYFn/kZ6re+AsehdQh5ndDlD0P6jFth5A71Xinryi9A8jii6kJBCsFfdTruOE3OIOTf/EMoVJoER0jdBRNSRNRnCKGAddJyWCfFP+mDehfL+MVQmtJRtepPMXdCNafNHYzca78FTVZxEqIjIiLqG5Q6E7Ku/AKyrvxCqkOhJBAKJXKu+SbUGYWo3/pKm05SNI2ci5wlD0KhNSQhQuoumJAiIqJezTh4KgZ89V9wHt8O+54V8F44GHmDQgnTsFmwTloGXfEYCMHiqkRERESdIYRAxuw7YJ20DA2frkHD3lUI2Moj7lHoTLCMWwTLhCXQZBSmKFJKJSakiIio1xNKNcwjr4B55BUIuuoRdNRC9nuh0BqgsuZCqTOmOkQiIiKiXkeptyB9+k1Im3YjgrYKhNx2yFIISr0Z6vR81hDr45iQIiKiPkVlTIfKmJ7qMIiIiIj6DCEE1On5UKfnpzoU6kYUqQ6AiIiIiIiIiIj6FiakiIiIiIiIiIgoqfjKHhERESVVyG2H+8xeyLIEQ/9xUJmzUh0SERERUa/nr70Ab+lRKDQGGAZNhkKjS2k8TEgRERFR0tTveAN1G5+/fAS0UCBt6vXIXPB5CMGN20RERERdTQp4UbXi93Ae3RxuU2iNyFn6dZhGzElZXFz5ERERUVI4j25G7bpnLyejAECWYNv5FuyfvJe6wIiIiIh6sZq1/4xIRgGA5HOh4t1fw1d5OkVRMSFFRERESWL75N0W+2RZTmI0RERERL1fyONAw4E1sTulEOx73k9uQE0wIUVERERJ4a85H7cvaK+EHPQlMRoiIiKi3i9gqwBCwbj9/poLSYwmEhNSRERElBQqU0bcPoXOBKHSJDEaIiIiot5PZUpvsV/Zwvos0ZiQIiIioqSwjL86ft+4RSxqTkRERNTFVOYsGAZNjttvnRB/fZZoXPkRERFRUlgnXwPTyCui2vX9xiFjzp0piIiIiIio98tZ+nWoM4ui2tNn3QHDwEkpiKiRKmWfTERERH2KUCiRe913YJ24DM4T2wFJgmHgRBgGTYZQKFMdHhEREVGvpDJnofjzf4Tr6BZ4y45CaPQwj5wLbe6g1MaV0k8nIqIeKeS2Q/J7oLJkM5FA7SKEgL7fWOj7jU11KERERD2KLMsINlRDKBRQmjIhhEh1SNSDKFQamMcsgHnMglSHEsaEFBERtZm/rhTVH/0NnjN7ATQWQUyfeRusk5ZzUURERESUIK4TO1Cz/lkEaksAANrcwchaeD/0/cakODKijmMNKSIiapOgqx6lL3wvnIwCgJCzDjUf/Q32Xe+kMDIiIiKi3st1ejfK33ginIwCAF/lKZS98kN4y0+kMDKizmFCioiI2sS+ewVCrvqYfXVbX4EU9Cc5IiIiIqLer27ziwDkqHY5FED9tleTHxBRF2FCioiI2sRz4WDcPsnrgL/mfBKjISIiIur95GAAvrJjcfs95+Ovz4i6OyakiIioTRRqbcv9Kk2SIiEiIiLqIxQKQBm/9LNQc/1FPReLmhMRUZuYhs+G+/TumH2arH5QZxYnOaLOCzrrYN+zAp4Lh6DQ6GEaeQXMo+bx5EAiIiLqFoRCCdOwmXAe2RSz3zR8TpIj6hreipOw71mBQF0ZVNZsWCcshb54dKrDoiTrFgkpIUQmgBsBLAcwFkAhAD+AAwCeBfCsLMtS6iIkIuo4b8VJ+CpPQam3wjBoUo/dSWQecyUcRzbBc3ZvRLtQaZB99QPhU/bkYADOY1vgrTgBpd4C86h5UKflpSLkFvlrzqPkxUcgue3hNvepXXAe2YT8mx9lUop6Pa6/iKg3k6UQ3Gf2IuiogSarH3SFI3vsicCZ8+6F58IhhJx1Ee3qjEJkzLotfB1y2+E4uA4BRzU0GYUwjZwHpc6Y7HBb1XDwY1St+B0gX6yLVQI4D61H5pVfQPq0G1MbHCVVt0hIAbgVwF8BlANYB+A8gFwANwH4J4ClQohbZVmOruRGRNRNhTwOVLz9C3jOfRpuUxrSkHvdt2AYMCF1gXWQUKpQcMtjsO9fDefhDZB8bugKRyBt6o3QZDXujgrYq1D28qMI1JeFx9Vteh5ZV30ZaZOvSVXoMVV98JeIZNQl7lO70HBgDazjr05BVERJxfUXEfVK3vITqHjrFwg2VIXbtHlDkX/TD6CyZKUwso5Rp+Wi+N7fw7brbbhP74FQKGEcOh3WKddBqTMBAFyndqHirSchB33hcbUbn0fBrT+CrmB4qkKPEvI4UL366cvJqCZq1/0bpmEzu+WDTEqM7pKQOg7gOgArmj6JE0J8H8BOADejcXH0RmrCIyJqv8r3fxuRjAKAkNuG8td/in5f+hvUluwURdZxQqVG2uRrkTb52pj9le/9JiIZBQCQZdR89DfoCkdAlzckCVG2LuiogbeFIu3OQxuYkKK+gOsvIup1Ql4Xyl79ESRPQ0S7r+IEyt/8GYru+W2P3CmlMmUga8F9wIL7ovpCbjsq3v5lRDIKACRPA8rf/BkGfPVfEEp1skJtkevEdsjxTmaWZTiPbEL6zFuTGxSlTLcoai7L8seyLL/XfFu4LMsVAP528XJ+0gMjIuogf10p3Kd2xeyTgz407PsgyRElnr/2Arwlh+L2N+zvPt9Z8rlb6XclKRKi1OH6i4h6I+fh9VHJqEt8FSfgLTmc5IgSz3F4A+SAN2ZfyFkH18nYa9JUaG0NFuIarE/pFgmpVgQu/hrsisk2bf8En/3KN/HM86/i3IXSrpiSiChKoLakxX5/7fkkRZI8wYaaTvUnkzotHwq9JW6/rnBEEqMh6pa6dP1FRJQs/pqW11j+2gtJiiR5Wl2DObrPGqy1NZa+cGSSIqHuoLu8sheTEEIF4HMXL1e34f7Yxz8B4d/1q9ZuwNur1uDtVWvwwOc/i6ce/14XREpEFElpzmyxX2Vqub8nUmcUttivySxKUiStEyo10mfcgtp1/47uU+tgnXp9CqIi6h7au/66OKbVNRgRUTKozC3XiOqVa7DMnrMG0+YPg37AxKhDcgBAmzsYhsFTUhAVpUp33yH1JIAxAFbKstwl73p8vHlH+J8XzJkR1f/HZ57DY7/6AzZs3QmfL867rURErdDmDoY2d3CcXgHL+MVJjScZ1NYcGIdG/7kKAFCqYJmwJLkBtSJt2o3InHcPFNrLp89osgeg4I6fQpNekMLIiFKuy9dfRETJYh6zAFDG3nehsmTDMHBikiNKPPPIuVAarDH7NFn9oO9Gh+kIIZB/4yMwjZ4PiEvpCAHjkOnIv+3HPOW4jxHd9eAUIcRDAP4A4CiA2bIs17UypKW5do8eO37SWx9swIljR7Bl4zps27QBv/nLP2EymSPuvXrOFJw5fRIA8J9X3sGsK+bFnLMo0PtetyGiruWvLUHZy49GbpMWAtmLvgLrpOWpCyyBQl4nKt76eUQxd4XWiNxrvgnj0OkpjCw+KeCFv+Y8FGo91JlFPbLQKQGzlt+OfQeP7JFleXKqY+nJunL9dXG+3RPGjJy0dcUrXRIfEVFbOI9uRsV7TwGhy28dK/RmFNz2Y+jyh6UwssTxVpxExZs/Q7ChOtymyeqH/Jt/CHV6fgojiy/osiFor4TKnNnqzjbqvjqzBuuWr+wJIR5E42LoMICFnV0MNTV0+EgMHT4S997/QFRfWcmFcDJKq9Nh8tTIvzzJsoyfPvodjBk/ETfPHIrCvNyuCosSQJZllNiDqHYF4Q3K0KsE8i1q5Jm75W976oU0mUXod//f4DyyEb7KU1AarDCNnt+rd98odSYU3PEz+MqPw1dxEgqdCcYh06HQ6FIdWlwKta7XLk6J2iOR6y/qWwIhGWfq/LB5QwhJgEmjQP90NSw67nyg5DCNmIMBhSPgOLgOQUcN1JnFMI+eD6XOlOrQEkaXNwT9v/wM3Kd3I9BQDU1mEfT9x0GI7vtSlMqYBpUxLdVhUAp1u7+ZCyG+AeB3AA6icTFUlazPTsvIwNP/+h+2blyPQCAArS7yL1BnTp3E888+AwD4udmEkn0boVJ1u3+FfZ4nIGHDaRdWHXPiXH0gqn9kjhZLhpswq78BaiV3QlBiKTS6Xvl6XkuEENAVDIeuYHiqQyGiNkrl+ot6j2pnEB8cd+KjE07YvRGHN0KlAGb2M2DJCBNG5Wi5G5USTmXOQvrMW1MdRlIJparb7kgniqVbZVOEEN9FY92CfQAWybKc1OMADAYjFi+9FouXXhuzf8vGdeF/vmLGlKhk1PFTZ/D6+x9g4ZyZmDx+NJNVKbD1rBt/3lYLlz/+q6hHqnw4UuXDc7tt+OYVmRid1313bhARESVaqtdf1POFJBnP77XhnUMOSHGWYEEJ2HTWjU1n3RiZo8W352Uhw8AdU0REfVm32b8nhPghGhdDu9H4ZK7bLYbmzLsSDz/yI8yYMxdLrpwb1b/io/V44rd/wYKb7sYD3308+QH2cSuPOvCrDTUtJqOaqnWH8KOPqrDjvDvBkREREXVPPWH9Rd1bSJLxm401eOtg/GRUc0eqfPjuygpUOIKt30xERL1Wt9jCI4S4B8BPAIQAbALwUIxtvGdlWf5PkkOLMHDwEHz56/8PX/76/4tZ1PzjzdvD/zx7WnQ9rxVr1sPj8WL+7OnIykhPaKx9zdZzbvxjR31Uu0IAQ7M0sOqUqHEFcbou8hW+oAQ8taEGP706FyNytMkKl4iIukDQZUOgtgRKE3+mdkRPWX9R9/bMjnpsPeeJaterBYZlaaFRCpyt96PaFYror3aF8JM1VfjVsjyYtN3mGTkREbWBv64UIWc91JlFnZqnWySkAAy8+KsSwDfi3LMBwH+SEUxblKj7RbVdf/dXkFYwCFs2rsfI+TehRF0c0f/k31/C7p3bIITA3597BfMXXq4rw1P7Os4XlPDXbZF1V5UCuHaUGctHmpFtvPzb/IItgHcON2DNCVe4LSABf95ahz9en8d6BkS9TMjTAPvuFXCf2Q0IBYxDp8M6YSkUWkOqQ6NOkAJeVH/4NzgOrQOkxr/kBupsqQ2qZ+px6y/qXg5VerH6uDOizapT4LMTrJg7yAi9ujHRJMsyPi334eX9dhyp8oXvLWsI4uX9dnxxGpPKRL2Nr/oc7Lvfg6/iFJQGC8xjF8I0Yk63LrJOrfPXl6Fqxe/hLTnc2KBQImhv6PB83SIhJcvy4wAeT3EYnbbkmuux5JrrIctyVGLD6XRg/55dABp/KI8dPzFq/P9eewfjRg3H2JHDoFDwP9S22njGDYfvcuFMhQC+f2U2JhfpUecO4s2DDahxBVFoUWPeICMenJWJYVla/KVJEuuCPYADFT6My2c9KaLeIuioRcnz30HQXhlu85YchuPgxyi885e9+qSd3q5q5R/gPLIpok3yR+/QoJb1lvUXpc7Ko5HJqGyjEj9fmotsowqna/3Ycs4NX1DCqFwdphXr8UReDn63qRabz14ul/DxSSfunGgNJ6+IqOdznd6NijeegBy6/HaK+/RuuM/sRc7Sh7gJoIeSfG6UvfQDBBuqmzSGEPL08IRUbxPrP7BgIIivPPQwtm5cD3/Aj8ys7Ij+2nobvvLtxyDLMvJysnFk8ypotZpkhdxjybKMVUcdEW3XjDRjcpEe28+78ZuNNQg02SH+0j47fnhVNhYPM2F3iQc7Llz+C8yqYw4mpIh6kdoN/41IRl3irz6H+q2vIuvK+1IQFXWWv74sKhlFRMlX5w5h+7nIOpwPzMxAlkGJf++qx7uHL6/P3j/ixKAMNR5flIMHZ2XgQIU3fAqfOyBj4xk3rh7GhwREvYEshVC96k8RyahLHJ9+BPPIuTAMjN6cQd2f4/D6yGRUF+CjiCRJS0/HQ996BC+/+wFefe+jqP71W3ZAlhsrQfYvKohKRlXX1uG9D9fB3uCIGtuXVTgi60IJAMtHmmHzhPDbjbURySgAcPol/HJdDQIhGdeOMkf07TzvgS8YeUQxEfVMsizBeXRz3H7nkY1JjIa6kq/8RKpDICIA28+7EWpSxLzIqsKEAh22nfdEJKMuOV0XwDM766FTK7B4aGTyafMZV9T9RNQzeUsOI+iIfz6Gg2uwHstbdrzL52RCKgVUquiNafm52bj1uiXIykjHlVfMiOr/YN0m3H7//6Fowlx86/EnkxFmj9C8QOagTA1yTSpsOO2CPxT7qJc6Twi7SzwYnauFuUkRzZAM2LxMSFHPJPnc8JafQMBWkepQugcpBDnoj9sd8jrhOX8QcognPPU0Cr5qSdQt1DRbg03vZ4AQAmtOOOOMALaedcPplzCjf2Qdv+ZzEfUkQUctvOXHEXLbUx1KtyD5vS32B+pK4as6E96MQT1HIspd8JW9bqLfrBvws1k3QJIk+LxelKgjf1C/v+UAACAUCkGfNzSqqPqxI4egUqkxaMjQ8CuDfaFQui8Y+QeZVdeYYKp1t7ywqXWHIISARauIqD/lCzAhRT2LLIVQu/F/sO9+H3KgcQGgKxyJnKVfhyYr+vCFvkIo1dDmD427m0YOeFH64vegNGUg5+qvwTh0epIjpI4y9B8HpTEdIVf0yapElDzNd5VbLz7kaym5FJIBuycEiy7ymbg3yL+YUs8TdNlQvfppuE7sACADCiXMI+cie/FX+/ThKdr8oYBCBUixH/p5Sw7jwr+/Dm3+MORe+zA0GYVJjpA6yjR6Pmy73u7SOblDqptRKBTQG6L/ABs2YhRGjx0PAJg9b0FU/x+f+gWWzpuGeVPGYMuGdQmPs7vQqyPrdVU7GxdBxVZ1i+OK0tQISXJU4kqv4X8S1LPUrv8PbNtfDyejAMBbegSlLz7S55/UZcz+TKv3hJx1KH/r5/CWd/0WZEoMoVQj95r/B6Fs+c95Ikqs5kXIL+1aL2phDaZTCWQZlah2Rv5F1aBmgWPqWWQphPJXfwTXie0ALiZUpRAch9ah4u2+/TaLypgG66Rlrd7nKz+Ospd/CCnQ8o4q6j50eUOQPuuO6I5OFKnn3757iC89+A289cEGbD9wCqPGjIvoCwaD2L6l8V3civJS5ObnR43fc+Aw3J7edwJRgSVyk98FewCna/2YM9CANF3s394D0tUYm6fFzgueiCdyOpVAul6Z0HiJulLI44B99/ux+9x22Pd9kOSIuhfjkGnIvf67UFlzW75RCsG28+2kxNRVZFmG5PdA8nv75JZ3w8BJKP7in2Gdej30AybAPHoB1HzCSpRUzddgm8+6EZRkXDPShHh/NVk8zAStSoGNpyOLoedb+NIG9Syuk7vgqzwVs899Zg+8fbzeYdaVX0D6zFshNPoW7ws2VPW4g0pkWULI64pZtL0vyJx7Fwo+83OYRy+AfsAEWKde36m3Mvinfw+TkZkZ1dZgt2P6rCuwfcsmGIxGDB46PKLf5/Nj0S33QpIlzJw8Aa//+08w6Fv+w6GnyDCoMD5fh/3llzPrbx9qwDfnZuGxq3Lw5PpqVDkv74IamKHGIwuyw/c1NXeQESoFn9BRz+GrPN3iD0Nv6ZEkRtM9mUdeAdPwWfCcP4Cylx+Ne5+v4mQSo+oYORSA8/g2NOxdDU/pYeBi/Suh0kDfbyysE5fBMHgKhKJvJNY16QXIXnh/+Frxt50pjIao75nRz4B/7KgPP9yr94Sw8bQLVw4x4cFZGXhmZ33Eg795gwy4e1Ia6j0hrDsdWcT8yiGsDUc9i7fsaMv9pUegyx+apGi6H6FQInPePUifeTvqd7yB+i0vxb3XV3ESGLcoidG1X8jTgIZP18BxYA38NRdwaVecQm+BadhMWCcthzZ3UGqDTCJD/3Ew9L+8SUb8dk2H52JCqhfIyMzEX/79AoLBIMpKS8I1pC7ZvnsfPN7GhM2FsoqoZJTH60VVdS36F/fMp8tLR5giElIbz7gxJKsB142y4K83FmBfmRc17hAKLSqMztVCBvDvXTYcq44seLxkOBdD1LO0Vp+gL9cvaEoolNDlDwOEApBj14lTGixJjqrtZFmGfc8K1G99GSGXLbo/6If79G64T++GypKNzLmfg3lM9KvdRERdyaBRYP5gI1Yfu1zE/Jmd9Si0qrFwqAkz+huwu8QD3/9n777D2jqvP4B/r7YQEgiQEHtvjPcGb8cjw5nNamabJmnSpDMdabrTX3eTrqRps3ezEyfx3nthg9nbLA2mQGjr/v7AyFyuBB4MAefzPHki3XOv9MqLV+e+7zluFtlaKWJCxOi1e/C73SZODdAwuRAL4qbGjVIyfYw8B1OM00gCm0AiGzFRI5AH7hzM47CibffL6Cne4bNZjsdqhvnMVpjPbIUsJgsRax+ETJc6ASOdvGjL3hQiEokQn5DIO26xWpGZ2v8Pwap8fge/vYeOIyt/A2YsvwZ/+teLYz3MUTc/Vo7IYG5u9aXjXfjldiOKWm2YHSPDuvRgZGqlONRgxY++MGBzGbcdca5OiuQwyXgOm5ArJtWlDLtNSZm9fBxHE9gE0iAo0vn//g1Q5q4ax9FcPNbjhmnLP9C2/XmfyaihXGYTDJv/jPa9r07LrXyEkPF1daYSgxeXW50sfvKlAc8f6UC7xYVlyQqsTQuGSibAJyVmPPZJK++G4MasYFqhTiYdZWYB4GdzKiOSULOUQYKS50IQFOI7yDBQ5qwY1/FcLJelC81v/gjmwi+G7dw8wNZchuY3fwhLNa3YvhS0QmoKG+jEl7f+Lny6/i7oW5rh9rh5Hfo+PXQWAFBTfw51XS5evLOjA4rgYCQzgdlOXihg8P3l4fjpViPnjlthiw2FLTbIRAxCZAJ0Wj1wuPlf0EJlAnxrCX8rJCGBjmEE0G54DC3/+zmnqDkAKHNXIyhl/gSNLDBp1nwDDmMdnJ2tnOOK9MVQzVw3QaPyj2VZtO38L8xnfNcCY4Ti/qSTjy42nYffAyOWIWzJrWM9TELINBYXKsa980Lx0vEu7zE3C2yp6MWWil6EyASQCBm0WdzwlSKfoZNiU3bgro4gxB+xOgrhK+9F++6XuQGGgWbdIxDKaOfFAIFIAt2130PrB7/hJXYiVj8QkF32PA4rWv/3c791whixjDf3BgDWaUfrR79FzG2/gTwud6yHOSVQQmoa0UX7/svudLogk8lhs1mxpGAFL/7X3/8an37wPxQsnIMfPvoAFs2bNbYDvQxpEVL8aEUEfr+njdc62OZiYev13YI4VCbAz9ZoEamkvwpkcpLH5SD+a/9A14nPYNdXQShTQpm7CoqMxbztu9OdSBmBuHufhbl4J6znisGIJQjOWApF2kIwTOAtGLZUHUX3yc84xxihGKqZV0E1ewOkmkQAgK21Et2nvkDP2V2cLYkd+16HPD4P8tis8Rw2IWSauS5bhT4Hi3fO8Du7dtt8b5MGgCytFD9aqYFYSD+ryOSkXngTZFHp6D69BS6zCWJ1NELmXkNbtnwISpqD+K8/B/OZLXC0NUKkDIcyb23A/lq173mFl4wSBochdN51UM5YA5EiFKzbBUv1MXSf3AzruaILJ7pd0H/8OyQ8+B8IRijqTgBmOizpZxjmZM6MmXM+2rp3oocSsBx2O06dOIqZs+dBHsTdE7168Sw0NtQDALa++xIKFs3jxHstfQhWBEatmtp2B/55uAM17SMvq8yLkuKRxeGUjCKEBKSmN34IW1OJ97kwOAwxtz0NSUQc3DYLbE2lgEAAeWwOBBIZbC0VaPnfz+GxXajnoshYiqgbfjwRwx93S66+FafPlp1iWXbuRI+FXMAwzMlZuVlzDn3+7kQPhYyxvbUWvHKiE51W/0koABAJgLVpwbhvvhoSSkYRQgKM29qD+n/ew1nNJU+chagbfgKBNAjOLgPsxjoIg1SQxWSCYQToPvU5TNue47yOZv2jCJm1fryHPyGuZA5G38QJAEAilWLR0mW8491dXd46JIogORbOmcmJsyyLmSuvQ1ioCqvyF+PJ7zwMlXLilqgmh0vwp6sjUWFy4MuKHhxusHK26QWJGSxPVmB9RjAS1FQzikw8Z5ce7r5uiMNiIZSNXQFMW0sFzKe3wtljgkQdg5A5G6+oRSsZW3ZjPScZBQC6G34McXgsOo+8j46Db4N12gH0F04NX3kfQmatR+TV30HrB7/2XmOpPAxXTztEStqWTAgZW8uTFViSEISjjX34srwXpQY7Z5teZLAQV6UHY3VqMELl06MbKAlcrMcNR9s5wOOBRJMARjg2X4tZjxu9FYfQW74frNMOWWwOQmatg9BfTSUy4cxDCpgLg8MQdcNPAEYA/Se/R2/ZAQx02ROroxF53fcRMudqONrOofvU597ruk99AdXMdbRjYQSUkCLDCgkNxa4jZ3CuoR7m8oOQSMSceFlVDVoNRrQajGjRG/HbJ7/LiXs8HrAsC6Fw/CYeDMMgUytFplaKby1lYbZ5YHN5ECQWQCkVQEiFM0kAcHQ0w/jl32Fr7K/hxogkUM3agIiV9436pKjrxGdo2/Fv73NrXSG6T38J3XU/QHBm/qi+Fxkd5uLtnOfy+DzIY7JgLtqO9j2vcGIeuwWmLf+AKDgMQakLIImI759kAwDrQU/JbqgX3TxOIyeETGdiIYP8RAXyExWwuzww2zxweVgESwUIlgjoixkJCJaqozDteAGubgOA/oRD+PJ7oJqxelTfh/W4of/4d7BUHvYe66s9ie5TmxFzx/8FZO0kAvQU7+A8D5l7DQTSIOg//SN6y/ZzYs7OFrS8+zPEP/AcQhfehO7CL73lExzGWjgMtZDqUsZt7JNR4BXNIAEpPiERuevuRJM4nvPfwVozxOL+JNWC/BVolSVx4lvLOxEzewWuf/hJPL/5GCc2HkQCBmFBQkSrxAiVCykZRQKC29aL5ref9CajAIB1OdB94hOYBiWORoOzS4+2nS/wAx43DJ8/A4+9b1Tfj4wOZ1sj5/lAF8DOox/4vabz6IdgGIbXMdCbnCKEkHEkFQmgCRYhSiWGUiqkZBQJCNbGs2j98GlvMgoA3L0dMH7+V/RWHBrV9+op3slJRg1+P9O250f1vcjoYFkWjiFzMFXeWji7jegt3efzGo+tF+Yz2yAO0UIezy1k7minOdhIKCFFrsiGa6/H8bJ6/OeN93DfNx7hxQ/u2w1zdze2ffEZ9u7ezotPhxpmhAzVU7wT7p42nzHzmW1w9XaM3nuV7QP8/D1jnTZYqo6O2nuR0eO2WzjPxeoosC4nnO1Nfq9xGGv7zw2N4hynpCMhhBDSr/Pwe5wGIJzYodGtdddTssdvzFpfCJelc1Tfj1w51mHl/PlgRFKIFGo4jHWAz16h/QYKoIvV0ZzjNAcbGSWkyBULClJg+aq1mDN/IS9WUnTa+9hXB7+nn3kO+dfejp/94VmUV9WO4SgJCRy25nL/QY8b9taqUXuvwQWufXGPECcTQyCScp577BZAKIRA6r+BhFAecuHcQRgR1csjhBBCgOHnYHZDDTyukRsjXayR5lgem2XYOBl/jJg7/2JddrBuJ4SK0GGvEwb1x4f+ntIcbGSUkCJj6m8vvIrPdx/Gk7/6PxSs4O/L3rH3EE4VleBP/3wRpZXVEzBCQsbfcEmFi4lfCllU+vDx6OHjZGIMLUJuqToKhhFAmeu/voXyfO2LoaveRMFhoz9AQgghZBISSP03kGFEEjCC0at7K4tK8z8OuQri0MhRey8yOhiB0JtcGmCpOgppVDrE4XF+r1PNWA2P046++kLOcSHNwUZECSkyphiGQVpGFu75+sOI0Gg5MUtfH06XlHnPW75kAe/66+56CPc//mO88f4n6LNax2XMhIy14OzlfmMilQay2OxRey9F2iK/3fTk8XmQjpCwIhNDkb6Y87yndA/cVjPCCr4KqY8JrjxxFkIX3ghnlx6WmuPc18pYMqZjJYQQQiYLZY7/OVhw1rJRTUiFzt8ERuh7hYx6wQ1ghGKfMTKxFOmLOM+7Tm4GwzCIvPZ7EMiUvPPD8u+ELDoDPaV7ODsTBDIl5HG5vPMJF3XZIxNGERSE+hO7sffwcVTW1CFcHcqJG0zt2LGvv7jg+5u34voNaydglISMPnn8DITMuZrTGhbovzOn3fj4qE6GGKEI0bf+CobPn4G1/vTAUSgylkC74VtUZDZAKdIWQhgcBvf5emKs0w7j589Cd8OPEfvVP6CnbD/66k6BYQRQpC6EIn0RWLcThs1/5dQ+kGgSIYvJmqiPQQghhAQU9aJb0FdXCLueuzNDrI5C+PJ7RvW9JBHxiPrKL2Da8nc4O1sBAIxYBvXCGxFK3W8DVsicq2E+vcX73NZ4Fl3HP0Ho/E1I+MbzMBdth11fA2GQCsrcVZBFZ8DR0Yz2Pa9yXkeVtxaCIVsACR8lpMiEaRLHAxHA3GtzMRfA0FK9m48e8z6eNXc+ukIz0TUo3tx0Dt9/9EEsXbYCy1atRd6sOYh1UicDEvgYhkHE2ocQlDQH5uKdcPd1QRqZgpC514xJC2CRMgIxt/0Gzs5WOM0mSNTREKkiRv19yOhhBEKEzN6Ajv1veo9Zqo+i+e2fIHzFvVDmrITqfDc9lvXAWn8Gbbtf9hY2HxAy9xpKOhJCCCHnCaRBiLnzdzAXbe/f4u7xICh5DlSz1kMoCx719wtKyEP8N/4Nu6EWrMMGaWTyqJZmIKNPqk2CLDYHtqYS77G2nf+Bo70R6kU3Qz0omehx2tB9egva974Gj9V84UUYAUJmbxjPYU9alJAiAWvjphuRmJKKg3t3IyqG/yX94N49OHnsME4eO4zCk8fx4pvvT8AoCbk8DMNAkbYQijR+M4CxIlZHQayOGvlEEhBC51+P3vKDcJjqvcdsTaVofuMJSCLi+7dbsh7Ymsrg7GrlXS+LzYFqxppxHDEhhBAS+ARiGULnXovQudeOy/sxjAAyXeq4vBcZHZq1D6LpjSfAOm3eY+bTW2A+vRXy+FyI1VFw2yywNpzx2UBIveRWmnNfJEpIkYAlEAiQmzcLuXmzfMYP7tvtfbykgL8f/O0PN2PfkeNYXbAYK/MX8bYEEkJIIBNI5Ii+5RdoeutHcHXpOTFH2zk42vyvCJVoEhF100/BCOnHPCGEEELIpZBGJkN3w4+h//BpsJzOiyys54phPVfs91pl3lqE5d8x9oOcIqioOZm0nvrN7/Hnf/wHN916J5av4teX+uDzrXj13Y9w96NP4P3Ptvh4BUIICWwiVQRi7/rjJRW6D0qZh5g7fw+hnF94kxBCCCGEjEyRPBfRtz198Z3yGAHUS2+HdsNjVC7hEtCtUzJpRWi0uPbGW3DtjbfwYk6nE/uPnPA+X12wmHfOz37/LNQhKqzMX4S87AwIBJSfJYQEHpFCjZg7fwdr/Wl0n/oClupjnMLlAACBCMGZSxEyeyNksdk0ESKEEEIIuULy2CwkPPgCekv3ofvU57AbanjnCOQqqPLWImT2BohDdRMwysmNElJkSmkS97e3dwvceOGND3Bw325UlpdCmpaPpkFf0GxWK/724htw2O0AgH0nSqCL5tepoiLphJBAwDACBCXNQVDSHLh62mBrroDb1gMwDIRyFWQxWRApQid6mIQQQgghU4pALINq5lVQ5q2Fw1QPR9s5eOwWMCIpRMFqyOJyIRBJJnqYkxYlpMiUJBQKMXfBIsxdsMhn/OSxI95kVHJqOi8Z1dtjxl9+92tcuyQXyxbNQ4iKtr4QQgKDSBmB4EzqkkgIIYQQMl4YhoFUmwSpNmmihzKlUEKKTEtZuTPw2z//HQf37UFicgovfvTQAbzx8n/wxsvAnLwcHPjs7QkYJSGEEEIIIYQQMjVRQopMS2HhEbj59rtw8+13+YwP7uC3YskCfvzYSZwpKcfqgiVIT0mkei2EEEIIIYQQQsgloIQUIT5ce8MtkAcpcHzvVqxZtoQXf/29T/Ha/z4CADz94+/gOw/dN95DJIQQQgghhBBCJi1KSBHiw+x5CzB73gLgyV8AAJoGxViWxfYDx73PUxat9xZTH/Dph/+DOiwc8xYshjwoyHuciqQTQgghhBBCCCGUkCLkkrndbnzj0W/j4L7dKCk6gxmz5nDiHo8Hv/35T9DR3gaxRILPdx32WaeKEEIIIYQQQgiZrighRcglEolEuPPer+POe78OlmV59aMqykrQ0d4GAAgOViI+kduJweVy4Y33P8XKpQuREMft7kcIIYQQQgghhEwHgokeACGTma9i5gpFMO75+kNITc/E4vzlEAi4f81OninBN3/4C2Tlb8C6W+8fr6ESQgghhBBCCCEBg1ZIETLK4hOT8OSvfgcAcDgcvPjOA4e9jxPjYnnxmvpzaNEbsXDOTEgk4rEbKCGEEEIIIYQQMkFohRQhY0gikfCOZaYmY+3ypZDLZFhdsIgXf/Xdj7Du1vsRMzMf/37tnfEYJiGEEEIIIYQQMq5ohRQh46hJHI8F138dC67/Ohx2O1iWRZNYxjlny4GTAABLnxWS6GxeB7/iM4WI1EVBG6kDQJ37CCGEEEIIIYRMPrRCipAJIpFKIZVxk1EejwczZs1BbHwChEIhFi0t4F33xGMPIX92Jq5ZtQR1NdXjNVxCCCGEEEIIIWTU0AopQgKIQCDAL3/3FwCAvrUFSlUIJ65vbUFNVQUAoK62GrqoaABt3jjLsig8W4aZ2RkQCoXjNm5CCCGEEEIIIeRS0AopQgJUf7KJq7urEwuX5EMsFmPugkWQBwVx4rUNjci/5jbEzVqGb3zvp+M1VEIIIYQQQggh5JLQCilCJpGMrBy8/v5m9PVZ0N5m4sV37u/v4Ndl7kF7Zxcv3tltBsuyCAsN4cUIIYQQQgghhJDxQgkpQiahoCAFguIVAMApet6OEGgjdTAa9JizfAOvIPpLH/wDv//VU8jJm4X7H3wU11x/E++1qUg6IYQQQgghhJCxRgkpQqaQu+7/Br563wOorixHWHgEL35w3x6wLIuzZwphsfTy4p0dHYgJZsEwzHgMlxBCCCGEEELINEU1pAiZYhiGQVpGFsIjNJzjLMvC5XRCIOj/a7902Qretd964C4kzV+F+x//MerONY3HcAkhhBBCCCGETEO0QoqQAORwuXGixoSz5zrQ3eeAy81CLhEiJkyBxRmRiA0PvuTXZBgGr/7vE5i7u3DqxDHExiVw4hZLLwpPHIPT6cQ7H3+O3z75Pd5rWG02yGWyy/5chBBCCCGBrKPPhe1VFpQa7OixuwEASqkQuTopVqcGIyyIuhgTQshooYQUIQGk1+bE1tONOFJpgNXh5sWr9WbsLW1FslaJ1XmxmJkYfsnvoQoJxYrVV/GON9TWQBGsRFdnB3Iz06DTcrf8dXabkTx/Febm5WDt8qV44tEHaGsfIYQQQqaEug4H/lfUjaPnrPCwQ6NOnGm14Z3T3ViUEIRb8lRIVEsmYpiEEDKlUEKKkADR2tmHf20tQWevfcRza409qN1RhpW50bhhYRIEo5AYyp4xE0eKq9F2ehu6u828+N6DR2G3O3DoeCEcTid++K1vcOJutxsCgYCSVIQQQgiZVPbXWfDsgXa4PMOf52aBg/V9ON5oxbcLwrEkIWh8BkgIIVMUJaQICQAmsxXPfl6MXpvzkq7bfbYFbg+LWxYnj0oiSCAQQDtnPbQAhlaQOlrb7n08f/l6Xge/jz95B8/8/jdYsmwlrrvxFixaugwAde0jhJDpzslI0CSOx44tn8NmtUITGYm1meFQKS99+zkho+1gfR/+sq8dvEVRw3C4Wfxpbxt+uCICC+MpKUUIIZeLElKETDCn24N/byvlJaMUUhEWZ0QiO1YNuUQEfVcfjlQaUdHSxTlvX2kr4iKCsTg9ckzH+ch3nsCtX70XRw7sQ2buDF780P49aGluwvtvv464+ARvQooQQggBgOf+9mcUnz4FANj5/qtYPH82J/7U756B1WaDTqvBvbfdiIgw9UQMk0wjjV1OPLO/jZeMigsR46p0BTI0UgBAmdGObZW9aDa7vOd4WODP+9rx12vFiAkRj+OoCSFk6qCEFCET7HRdG/RdVs6xxemRuGVJMiQiIZxuD5wuD2LDFZifqkWtwYz/7iiD2XohgbWl8BwWpmlHZevecCI0Wlxzw80+Y0WFp7yPlyxbyYs/8N0noTe2YWX+Qtx+w7WIitTwziGEEDJ1tRmN3sc6Hz8D3vzgM+iNJgDAV67bAAxJSC25+laIRELotBr858+/QYhKyYnrjW3QhKshFFLRaXJxPjxrhnPQNj0hAzy0KAxr0hRgGAZWpwcMgHSNFNdlK7Glohf/OdbprTHlcLP4uMSMR5Zcek1PQgghlJAiZMLtL23lPJ+ZEI47ClJhtjrx9v5qnKprg9vDQqOSYd2sOCxKj8Q31+fgDx+f9k6I2nvsKGvqRE5c2AR8gn6f7TyIosKTOHpoP3LzZnFibrcbX+zYi85uM3buP4yrVuRTQooQQqaZ9dduQktTI0xGI69xhtvthrHtwtbwSA037nK5cKakHCzLgmEYBMm5HV8dDieS56+CQCCAThuBysPbIBAIOPEvd+1DlDYCUZFaxMVEjcEnJJOJ2ebGgToL59jXF6ixNj0Y5UY7XjvZhVJjf13PXJ0Ud88JxYZMJZweFi8d7/Jes6+uD/fMUyNYIgAhhJBLQwkpQiZQS4cFtcYezrHr5ifA5nTjmc1FMJlt3uMmsw1v7KuCzeHGitxozEvV4ljVhbvNB8r0E5qQEovFmLtgEeYuWMSLlVRUo/N8ofRITQRyMtI4cYfDiRU3fBUL58zEqoLFuHrNcs4XCUIIIZPfj3/+tPexfEh9QY/Hg//+5WnojSZ0dpshlXI7mBna2sGy/XdhIsJCIRZzt0gZTG3e13G7PbyfIS16A25/8DsAgGidFtVHd3DiemMb/vHi69BpI5CSmIANq2nb+VS3u8bCWR0VGSzEVenBqDTZ8dRWAyd2Vm/Hk1sN+N0GHa7OVOKTkh609/V3Q7a7WOyrtWBjphKEEEIuDSWkCJlA9UOSUak6FSJDg7CzuJmTjBrsi8JzWJIZiaUZkZyE1NDXChRN4niEzYzH3uNncXDfbtjtdjRLEjjnHD95EKfPluH02TJ8vvsQZm2822+RdiqSTgghk9/QxhgQA/lfefhCfMj5rqho7DhUCIOhFTarlXd9RZ8ZoeowdHV2IDwymhcv6riwGjlcF8uLH29qwl+efxkAMGvufMxY/1VO/EzhSfzh109Bo9Vh7oJFuOt+/51m6efU5FBhcnCer0kLhlDA4J0z3Zxk1ACnG3j3TDd+skqD1akK/K/oQkfiCpOdElKEEHIZKCFFyASy2F2c5/ER/R2HKpq7/F7TZ3ehsc2CeA134mOxO71bGQJRVEwsbr79Lp+xQ/v2eB8vWbaS9xmOHNyHl//9Tyxdvgq3LstBSuKQLzKEEEKmNJFIhPjEJMQnJvmMZ2bn4lhJLRwOB3p7+DdopFIpVqxZB5NBj/SMLF7cZDB4H2u0/CYhjfV1OH7kEADA43HzElKfffQennri29BotPjqDRvws+89wok36w1oa++ETquBJlxNq4ADQK/DzXmeGi4By7I40+L7hiAAnGntj6VGcFfw9dh9ZLAIIYSMiBJShEygobkjz/ntCELB8EklkZCBx8PtCTPWBc3H0kOPfQ/zF+fj4L7dWOqjIPqeHduwe8dW7N6xFZ3334k//vyHEzBKQgghgU4ikSAsnF9gOidvFl547V2/16VlZOLbTzwJo8GAzJxcXtxo1Hsf+0pYmQwG2G02NDWeQ6/Fwou//eFm/Oz3zwIAHn/gbvzfT7/PiR84egJlVbXQaTWYlZNJNa7GAQPuvMl9flolFDBwu4f23esnOp9HdA/JP40wbSOEEOIHJaQImUDBMm4NjKpWM1iWxczEcBSf6/B5jVohRVx4MEqbOnmvFairo0YilcmwpGA5lhQs9xk/uH+39/Gq/MW8+F+efwmmtg6sKliM/IVzIZfJeOeQkdlNDegt3QNnZys8DisYsQzikEgEZy+DTJc60cMjhJAxk5aRhTQfK6cGXHP9zcjIyoXJqEdiUgov3tlxoSD70ILtALzdA/vj/KYe73+2FS+83p8w+8PPfoBHv8ZdUfzcK2+j8GwpdJoI3HzteuRlZ4z8ociwQmTcVWpn9TbMi5VjYbwc++v6fF6zMC4IAFBi4K6iUkmpsyO5fCzrQV9dIfqqj8HV2wHW7YRAqoBUkwhl7iqIlNTFkUxdlJAiZAKlR4WAATBwH665w4J6Uw/mpWhwpNKAar2Zc76AAW5ZkgyBgMGBMm53vvTokPEZ9AT4+wuv4eC+3Th8YC/yF87lxV955yNU1zXg2f+8hi/e+g9WLF04AaOcnFiWhaXyMLpOfApb41mf53Qd+xDS6AyEzr0WwdnLwDC01YQQMr1oI3XQRur8xp946lf45nd+AJPBgHQ5f8tguFqNrLQU6I0mn11m9cY272NfCatdBw7j8+17AACzc7N4Cal7v/VDnCkph04bgd/85LuYm5fDiTe16qFUKKBSBk/am1ejLS9Khn2DEk+7qi24Y3Yo7pgVgjMtNpiHbMMLlQtw26wQ2F0e7K6x8F6LkEvlcdrRXfgFzKe+gLOrlRfvxV60738DirRFUC+8EbJoSkSTqYcSUoRMoDClDDlxapxtvLDa6YMjdXh84wx8c30Odp9twfFqE/ocLiRqgrF6RixSdCqUNHZwrgGAguypu7w/MTkFickpuPPer0M5pFjsuaYWVNc1AADkMhkWz5vNibMsi2/95NeYk5eNVUsXITE+dtzGHehYtxPGLf9ET/GOEc+1t1TA0FKB3oqDiLz2exCIafJNCCGDBQcrERysRKSPouY/fvxB/PjxBwHA2y1wsLUrliI0RAW90eSzTuLghFVUpJYXr6ytR0VNHSpq6uB2uXjxm+7/FopLKyCXybDn4zcwIyudE/906y7IZVLotBpkpibxuhhORQVJQXjpeCf6nP2/H2a7B2+f7sI9c9X40zU6fFhsxslmKwBgfqwcN8xQQaMQ4b/HOmFxXPg9VEkFWJIYNCGfgUxerp42tLz3SziMdcOf6HHDUnEQlopDCF95H0IX3EBJZTKlUEKKkAlWkB3FSS7VG3vwr60luLMgDetmxWHdrDhvzO1hcahCj/cO1XJeIzZcgUTN9OjuMrQzkkOnwb9fexeH9u2Gw+GAKZi7taymqhIvvfU+XnoLUKpUOHq2FiIR95++6dgRifW4of/kj7BUHrqk6yyVh9H6/q8R/ZVfgBFO/S8shBByqXgdBC/Cunu+i3X3DHqNIfHHnnwa5xrqYTLoIU9bjCYxdxVVi+nCPIKNmckbQ4uxvwyA1WaDXZONJnE0J/7QD3+Frs7+cw4UlvNWg/325z+GUhUCTaQOj99YMCUSVlKRAKtTg/FZ2YUVbR+d7YHLDdw+KwQPLQ7jnG9xePDCkQ58UdHLOb4mLRgSISUIyMVzWTrR9MYP4eo2jHyyF4v23S+BdTkQtvS2MRsbIeONElKETLCsWDXSo0NQ2dLtPVbV2o1f/u8EsuPUyI5TQy4WQd/Vh2PVRnRZuG2KGQDXzU+ctndLZHI5Vq5Zh5Vr1vmMH9x3of7UwiUFvGRUdVUF/vvef7G6YDEWzpkJiWTyT7IvRseBt3wmo2RxuVBmL4MoOByuvi70lh+Ata6Qc4614Qzadv4Xmqse5l1PCCFk9C3OX47F+b7rLALApzsOwmTUw2QwQBvJXTHt8XigVKlg6e2F3W5DhIa7wsrhcHiTUQKBAOER3GSXzWrFK/95DkB/t8Pv3nKCE++19GHNzfciUhOOhLho/O3pp3jv73A4IZNJL+1Dj4MbcpXYW2vhbM/7rKwH26t6UZAUhEyNFCyAMqMdB+v7YHNxV7eFygS4Lnt63BAko4P1uKH/8Gl+MkooQnBmPhTJ8yCQyOFob4S5eCec7Y2c0zr2vwFJRDyCM5aM46gJGTuUkCJkggkYBl9blYm/bi6CvsvqPc4CKGnsRMmQrXlD3bQ4Gdmx6jEe5eS1YvVVcLmcOLhvD1atXc+L7962BX/8x3/wh3/8B3fceA3++9ffTsAox5fbakbXsY84x8ShUYjc9ARkUWmc4yEz18Fuqofh0z/CYWrwHu8u/BKhC2+COIS/dYQQQsj4CgsPR1h4ODKycngxgUCAbQdO9tcM7O3h3Zix26y49oZbYDLq4XK5IBRyC3SbTBe+OEdoIiEQcOsI6o0mFJWWAwDiY7krrwCgqrYBs1dvgjpEhbmzcvHpa89z4l3dZhSXVUKnjYBOq4EyWHFpH/4KhAWJ8ORqDX62zQj7oGSTzcVie5UF26v4HRMHyEQMfrpGi1A5FTQnF89SfRy25nLOsaCU+dBufAwixYX5vCJtIUIX3gRL5WEYv3gGHvuFemcd+9+AIn3xtL0ZTaYWSkgREgAUMjG+fU0eXthWilojvxiqLwKGwW35KViS4b/IKgHiE5Nw/4OP4v4HH/UZH7yCatniBbz4p1t3oddiwcqli3wWop2MzEU7wLourLQTyJSIvuO3ECkj0H16C7pPboazoxmikEiEzN6AkLnXIOb236Lx5cfh6jlfx4T1wHx6C8KX3z1Bn4IQQsilYBgGwUoV77hSFYI///M/fq8LDlbhp7/+PUxGAyQSCS9uMA0qyK7x32Gws9sMi8XKixcWl+LqO78BAMhfOBfb/vcyJ15RXYfN23dDp41AVnoq5szI9jvWy5GhkeLXV2nx9C4Tum2ekS8AoJYL8NPVWqSE8389CBlOd+HnnOfy+BmIuvFJsC4H2na/jJ6S3fDYLJBGpUG9+BYEZyyBUK5C81s/8l7jaDsHW+NZyONnjPfwCRl1lJAiJEAEy8R4/JoZOFplxL7SVjS1+74rJxEJMC9Fg5W50YhSj99dxKnqrvu/gax4DXbtP4xVBYt48Wf+/QqOnDwNAHj/pb9j42r/WyYmA5ZlYT79JedY6MIbIFZp0LbrRc7KKWdHE9p2/gd2Yx0ir/421EtuhWnrP71x85ltCMu/A4yQfpQQQshUpQ4Lw91fe/DCgSF1F2flZmHfp29BbzRB6iNh1dlthlAohNvthk7rK2E1fIfBY4VFeOp3zwAAbrv+arz07P9x4l/s3ItX3/0IOk0E1ixfimuvWnkpHw8AkK6R4m+bovBFeQ+2VVrQaXX7PC9MLsS6jGBsyAiGSkYro8ilcXa28soghK/6GljWg+Z3noS9tcp73NZ4Fq2NZxF57fegzFkJRfoSTqmF7sIvKSFFpgT6FjFNGbr6YOy2Qh0sRUyYgpZ8BgihQIAlGTosTo9EvakHxQ0dMFsdcLpZBEmEiA5TYG6yBkFS+qs7Wlav24jV6zbih+efDy4k29tjxvHTxd7nsfM3oEnMnUy/88YryMrORe7M2d5tDoFcJN3d2wFn56DWwowAqryr4OzSo+vYxz6v6SnegZC510CZswJtu14E67T1v1ZfFxztTZBqE8d+4IQQMgV4WBb1xh5YbE7ERgRDrQi8ukoj4RVtDwF08zIxsF57aEH2edfdj5Jr7kVnRztcLheaxNwaV/aQBMyZtxBGQyvU8Zm8169od3ofB0Um8eIHyvX4bOuu/ieqKMy++h5O/Lln/4Q3X/kvIjRa3PPAw7jhlts5cX1rCzxuNyK0MSiYL8EteQ041mhFqcGOHnt/YkolFSInUor5cXIIBTRnJpfH2ljCeS7VpUGmS0X36S2cZNRgbbteQnBmPkJmb+AkpKznin2eT8hkQ99qp5keqwOv7qlEeXOX91iCJhj3rsyARiWfuIERDoZhkKRVIUnLX1pPxo/b7cFjP/gJDu3bDbvdjrBwbjKqo70NP3vi2wCAsPAI7DtRAok0sL9cuK1mznNxWAxEilB0nfwM/ZXLfOurPgZZ/h2QapNgay7z+3qEEEJ8qzOa8dqeSpjM/Ul9hgHmp2px29IUSERTe7WNr2LpA9asvxpr1l/t99q8WXNx7ze+CZPBgLzZc3lxo+FCjSutjl/GoLWlGUaDHkaDHr09/LIIf//z7/DeW68BAJ7+09/wnVtWYElCEJYkBAEAdh04gk5jN9yIQE9oGkJDaG5GLs/QOZMsJhMAYKk+5v8aSyds+mrIYrlbVd3WHrAsS4sKyKRHCalphGVZ/Gd7Ga9GUYOpF//cUoInb5oDsVDg5+rR5XR74HR5IJcI6R9SErBCQkPx8GPfw8OPfQ8eD7+uxKH9e72PE5NSeMkoY1s7Dhw9ieVLFiBcHTrWw704LDfp5P375z8Xdf4yduCCMRgUIYRMbV0WO/75ZQlszgtbwVgWOFZlhJBhcOeytGGuHl12pxsMg0mTBFtSsBxLCvxvl//qfV/HgsVLYTLqsXBJAS9uMui9j7WRkfy48UJCK1Qdxos/+8Kr2L73IADgf/99Ftes5W4J/OM//4u29k7otBG49YarER1JzT6IP0MmW8z5713sSJMw+Jh/jXANIZMEJaSmkVqD2W/B7DazDWfq2zEvZWyLNndZ7PjoWD1O17XB7WERGSLH+tlxmJ9KP7xJYBvaVQgAYmLjcP0tt+HQvj1YsmwFL75l13489IOfgWEYPPDVr+CZ3zw5DiMdnlDOvbPr6GiG22pGUPKcYa9TpMyDx2mD3Vg35PWo3TUhhIzkQLmek4wa7GiVAdfMS0BI0NgWyK7Wd+Oz4w2oMfSv0siIDsGmBUmIjwge0/cda6npmUhNz/Qbf/aFV9FmNMBkNCA+MZkXV6lCoI3Uoc1khDaSv8JKP6hoe5SPZNP/PvkCJRXVAICV+Yt4Calrv/ogei190Gkj8Odf/ZgXb+/sgjpE5XOeQaYWoYw7Z7K19HfbU6TMQ1/NcZ/XCIJCINOlwjpodTrQP/+im/pkKqCE1DTS6KdItjfe1jumCak+uwt/3VyE9h6795ih24pX91TC7nQjPytqmKvJdOCuOwr3wf/C01QEyJQQ5m6EKP8BMLLATHrMnrcAs+ctAMuycDocvPiu/YcB9K8uio/l//k+U1IOhmEwIyt93CYVQmU4RCGRcHWfvyPsccNctAPqhTciZM7V6D71Oe+a4KwCSKPS0VO8A6zjQockgVwFSXjsuIybEEIms6a2Xr8xDwu0dFjGNCFVozfj71+chdtzYVVFRUs3ntlchO9dNxMxYVO3SYpEIkF0bByiY+N8xv/0jxcAAG73+YShp5kTX7+yAElxsWg1Gn2ufhqpKPvJM2fRZe6/Ify33z7Fi2ctXQ+rzQ5tRDgKd34MlfJCgpBlWXyxcy8iNRHQaSIQExU5JvMFlvXAXPgluk99Dme3AeJQHULmXAPVrPWU9BhFsrgcznN7SwXsxjooZ6xGd+GXcJjqeddELL8HjEgM8+kt3NeKHd1uk4RMFEpITSPBMvEVxa/UgfJWTjJqsM0nz2FheuS4bRkkgcddth3O978P7xJkpxXuw6/AU3cEkntfBSMO3BpnDMP4rB01Jy8H9Y3NOHHmLFYu5Xfw++2zz+OzrbugjQjDf/7yNNYuXzouYw2ZvQHte17xHus6+iGUOSsRsfZBiNXR6Dr5GVxdeoiUEVDN3gj1whvhsVvQcfAdzmup8taCEY7tvxuEEDIVBMsndg72+akGTjJqgMPlwZbCRnxttf8VRtPFQGMSDNmh/8snHhv2ut//7AdoNZigN5qgCVdzYlabzZuMEolEvO37vZY+9Fr6AAAdXV1QBnMTg+aeXtzytf73l8tkaCs/yon39Frwx3/9F1EaDeJio3jbCS+WadvzMBd+4X3uMDXAtPWfcLSdg2btg8NcSS6FJCwG8oQ8WBuKvMfad7+MqFt+jpg7/g8d+99ET8lueOwWSHVpUC++BcEZS2BrqUBv2X7Oa4XM3jjewydkTFBCahqZER8GuUQIq4O/ZFzAMGO+Xa9iUCH1oXptTrR0WJCgCcyVMGRssR4XnNv+CF/74Vl9OdynP4Fo/m3jP7DLNNAB6MZv/hQ3fvOnMHd3IVipQtOg5fgulwu7D50AABjbOiBJmMvrHHT65HGkZmQiU9o5quNT5a1F+/43ALcLQH+3vOa3fwLd9T9C6PxNCJ2/CazHDUbQPzl3dLbA8MkfLqyqAgD0J7YIIYSMbGFaJI5UGn3GYsKCEBs+diuU3B4WVS3dfuPlzaP7M2ay43URHMGyWx/xPm4dEvMIPdi6/wRMRj26u7rQIk3kxJt7zyEkNBTdXV3QaHVoliRw4jUdld7HEZH8eJWxDH/654sAgKTkVMzayO0wWFtdhV/8+LvQaHXIzs3D1x7+FqcTsMfjgaOtgZOMGqz75GcImXM1rYYeRSGzr+YkpPrqTsHw6R+hWf8oNFc9hIi1DwJgwTACsCwLS+1JGD79EwbPkcVhsZAnzBz/wRMyBighNY1IxULcuzID/9lRBpf7wj9qDAPcnp8CdfDYdgcTjrA3ntroTl+soRIw6/3GPZV7gEmUkBpKFRLKO2bu7kbBitU4fGAvZDI5klO5BW3tNhvuvuU6uFxOLJg9A5+89hwUQUGjMh5hUAhC516HrmMfeo852xvR+OKjCEqeg+Ds5RAFh8Nt6URv+YH+7i8s95axMm8NxKH8WhuEEEL40qJCsHZmLLafaeIcV8hEuGv52G7bZtC/Opb1Uzh5pPkZuXwCgQBJKalISkn1GY+Jjcfx0nrYbTZ0d3fx4gzDYNmqtTAZ9D63HA7uMBih5W8nbG46hyMH+1fWmIx6fO3hb3Hi2/YcxJ0PfRsRUhYrEuX4wVLuCq8OqxvGXZ8hffVtCFeH0va9UaBIXwRpZArshhrvsd7yA7DUHIcyewWCUuZBIJHD0d6EnuIdsOurea8Rln87/V6QKYMSUtNMTlwYnrp5Lg5VGGDo6oM6WIolGZGIUo997YC8hDCUNvm+CxeulCJ6CtcvICMYqbvIFOwkEhYejmf//TI8Hg8MrS28icWpE0dhs/XXazK2dfCSUVabDU0teqQmJVzWpCR8xT1wtJ9DX82JQUdZ9NWeRF/tyWGvlcVmQ3PVw5f8noQQMp1tmp+I3LgwHKs2os/uRHyEEoszIsd8u55AwGBGQhjO1Lf7jM9MDB/T9ycjk8pk0Mr4N3mSU9Pw3zfe83tdTGwcHvv+j/sLtick8eLcDoP8WpZ6owlWuxONdqDLxu8mvKvOil+98hyA53DPrTfguT/8khM/WVSCMyVl0Gk1yElPRUJczHAfkwBgBEJE3fQUml7/Plw9F+qPsU47zGe2wnxm67DXqxd/Bcps/10nCZlsKCE1DYUrZbh2XsLIJ46yhWmROFplRN2QTn8ChsEti1MgoEz/tMVEpgPBGqDX5DMuSBn72koTRSAQICqGvxTe4XAgK2cGykqKsSqfX39qz8FjuOn+RxEXE4X7brsJP3rsG5f0voxACN0NP4Fx81/RW75/5AvOC0qeC92mH0IgGttuUIQQMhWl6FRI0alGPnGUXTc/EdWt3bDYXZzjoUESrJ/tu9g3CXyJySl49Ls/9BtftmotXnrrQxgNrT7nGsa2C0lKjULIi5ssF8p8aCP4icvN23bj93/vLwr/o8cexM++9wgn/uYHn2L/kZPQaSNwzVUrMW9m7sgfahoQqSIQc+fv0PLeL+Bsbxr5gvPC8u+Eeunk3TFAiC+UkCLjRiwS4NENudh1thknqk2wOlxI1CqxdmYskrTjPzkjgYMRiiFe9Ticn/6UHwtPgnD2jRMwqom1fNVaLF+1Fu1tJoT31fHiuw70d/BrbG5Ft9nMi5vaOxCsCIJcJvP7HgKRBJGbfgBF6gJ0nfwU9tYqv+dKNIkImXtNfyFzAX/SSgghJHBFhsjxg02zsO1MI0qbOiFgGOTGh+GqmbEIVYxtyQYycSI0WuSvWOU3/oNHvo4H774NJe/+EZ6GY7x4eEIGMjpN0JvafHYQ1Bsv3EjUaSN48X2HT+D19z4GAMTFRPESUt956rfYd/g4dNoI/OixB1GwaB4nbjC1QxEkR7BidEoWBBJxqA5xd/8FXSc+QffpLXD3+F7BCDAISpmL0AU3Iighb1zHSMh4oIQUGVdSsRAbZsdjw+xLKxhJpj7hzOsAmRKu/S+AbS0BJEEQ5m6EaMWjYKTBI7/AFBUeoQGgwdD7Z70CJRTBSlh6e5C3chOvCOtP//xnfPLBu5g7fxEe/e4PMW/hYk58oKgpwwigzF0JZe5K2For0XN2N5xdengcVggkMohUWiizl0MWm031CgghZBKLUMlwR0HayCeSKY1XtD0ciHvov3AfegWuk+8CZgMQEgXRvFtx16J7cPf5m1Asy6JpyDwge8lVuJGVw2Q0ICxjIe+169t6vY/FUVm8eHGdHmVVNSirqsHtD30PSUPidz/+CI4c3A+FIhgvvP4u5i/irpjfv2cnBAIhtJGRSEhKgUQi4RRtD3QCaRDClt4O9eKvwFJ1FJaqo3BbOuFxOSCUBUOiSYSKanaSKY4SUoSQgCHMWAlhxkqwHhfACCkBMownf/U7PPHUr1FUeBI5M/idVg7t3wO7zYZD+/fgke/8gBfv6jYjNIS7MlEWlQ5ZVPoYjZgQQgghgYgRiCDK/zpE+V8H63GBEfC/Ivqak91wy+244Zbb/b7ug49+G2vXXw2jQY+0zCxe3GS8UJRdq43kxQeKtlssvVCqQnjxX//0CdTX9hcH/3z3YaRlcN/jV3/+JyRiMXTaCNxy3fpRaw4z2hiBEMEZSxCcsWSih0LIuKOEFCEk4PiaCBE+sViMuQv49aXM3V0Qi/trPAUFKTBzznxOnGVZzF59PVRKBVblL8Yvn3gMKuX0XYVGCCGEkH6jOQdbsDgfCxbn+42/9t6nMOhbYTIakOijE6FUKoVEKoXDbvdZlN00qMugRstdRcSyLJ594VVYbTYAwI1XX8WLr7jhqwhXq6HTRuBvT/8UIpGIE3c6XZBIxrbpACHTHX3rI4SQKUYVEoqt+4+jtbkJNVWVkEi4Bcgry0thMLXBYGpDe0cX/vQLbkFUj8cDt9sNsZgmYYQQQggZG+ERmvOlCXz7ZPt+sCwLc3c3VCHcFVIulwsr1qyDyahHV2cnQkJDOXFzT683GRUkl0EZzO3m3dltxvHCYgBAsCII//r9Lzjxto5OJMxZgXB1KDJSk7Dj/Vc58T6rFYXFpYiK1EKnjUCQXH4pH50Qch4lpAghZIqKion12VWnrqYaMqkUNrsdy5csgFDILVJ+sqgEV9/xAAoWzcMNG9fiqzdvGq8hE0IIIYR4MQzDSzYBgEgkwl+fe9HvdUKhEH/8+RPQG9vgcrl4Ww4HF2SPivRVsL0NANDe2YWOzm5evKK6DmtvuQ8AkJORiuPbPuTEG5tb8cHmrdBpNUhNTqAOg4T4QQkpQgiZZtZfswkr16zDyeNHoVAoeEVGPz70P/Ra+vDlzn2QqKOw4vZvceIejwcCgYBzbDIVESWEEELI1OSd04QCmx78yYXjQ86TJGvw3uYdMBr03OvOq+iph0AggMfjQWhkDC9e0lnufRwaGceL76o4i5/89i8AgIKVa/Dim+9z4sePHsJr/30eGm0k5i9aig3XXj/iZ6O5FpmKKCFFCCHTkFQmw5KC5T5j5aUl3sdLl63kxf/2p99i57YvsbRgJW689Q6kZ2aP2TgJIYQQQkabTC7HzDnz/MYXLV2GkgYT2ttMcDjsvLhYLMHMOfNgMugRHRvHi49UsL2qvAxbP/8UAGC323kJqbdfewn/evZP0GgjcdOtd+LOe7/OiRvb2uFwOhEZEU4lFsikRgkpQgghHM88/xK+88Of4tD+PShYsZoXP7B3NypKS1BRWoLZ8+ZTQooQQgghU45QKIQ2UucztnTZCixdtsLvtWkZWbjn6w/BaDBg9ryFvLjp/MoswHfCqqW5CYbWFhhaW7ByzTpe/G//eQ1/ef5lMAyD3/7ku3j8G/dw4oePF0JvNCEqUov01CSEhfK7FBISCCghRQghhINhGCQmpyAxOYUX6+uzoKKsxHveoqX8VVYbbvsawsPUWFWwCLdu2hiwbZYJIYQQQsbC3AWLfHZCHnDtjV9BSnomTEY9Zg3phgxwE1YaH0mxgRpYLMsiRKXkxV94/V28+8kXAIB//+nXuOsWbj3Q5199B+eamqHTarBp/WokxMVc3AcjZJRRQooQQshFCwpS4EhxNY4dPojaqkpeoVG9sQ17Dx8HAHy2bRdu3bRxAkZJCCGEEBK4klPTkJya5jf+y9/9BY9+74cwGQyIiYvnxYOC5NBqwmFq6/BTlP1C0XadNoIX//DzrThw9CQAYEZWOi8hdc+3nkBzqwE6rQa/fOIxpCRyx2Du6YUyWMErFk/IpaKEFCGEkEuiUARj5Zp1PpeQ7z9y3Pt40dxZvNVR9eeacPe3nsCq/MVYtyIfi+fPHvPxEkIIIYRMJlKZDLFxCYiNS/AZ/9vTT+FvTz8Fl8vlM16weD6CgxXQG9sQFx3Fiw90EQQAnZaf0Dpx+izqzvWXgn/qu4/w4gvW34xWgxGRmgjs+vA1xEZxV3Ht3H8Y6tAQ6LQRiNJqKHFF/KKEFCGEkCs20F1m0Y3fwGfZ+Ti4bzciddG8rjMfHNmNE6fP4sTpszhcUocX39zk6+WokwwhhBBCyCBD51QAAD/1zO/+/m9x9+Brh8S/+f2n0NR0DiaDHkz8XDSJVd4Yy7JoNbZ7n3tiZqFJHDIk3gan04WmFj36InLQJFZcON/jwQ33PuJNlhXVtEIml3vjbrcbf//z/yFCE4lIXRTWbrgGAM39pitKSBFCCBk1DMMgIysHGVk5PuOH9u3xPvZVDPTD/72Fwwf24tqleVizbAm0EeFjNFJCCCGEkOnpmhtuHjb+0da9MBn1aDMaEaxUcWK9PWbIZDI4HQ4ogpUIClJw4l2dHd5klCokhJOMAoD2NhP+9cyfAACh6jBvQmqA3tiGr3/nJ9BpI5CekoQnHn2AE2dZllZcTSGUkCKEEDJufvm7v2DDtdfj0P49WL7qKl58y+ZPsGfHVnzy/rt49umf4oGvfmX8B0kIIYQQMk0xDIOUtHSkpKX7jCtVIThZfg7Wvj50dXbw4g67HQUrVsNo1CM4WMWLczoM+ijY3tSqx64DRwAAM7IzeAmp44VFuOarD0Kn1aBg0Tz883c/58S7us1oMRih02qgDlFR8irAUUKKEELIuAlVq7H+mk1Yfw1/q57D4cCxQwe8z1fl87vT/Pg3f0JoiAor8xdhbl4OhELhmI6XEEIIIYTwyYOCIPfRSVkXHYMX3/rA73XqsHA88p0nYDIaoNFoeXFOQXYNvyB7q7ENvZY+VNc1IDWJX2Nrz8GjuOPh7wEANq1fjbf//VdOvKyyBkdPnYFOq0FGahKS4mP9f0gy5ighRQghJCCIRCK89v5nOLhvN5pKjyM5IY4T77Na8dyrb8PhcOKXf/oHqo5uR4wucoJGSwghhBBCLlV0bBwe/8FP/MYXzZ2Fj175J/TGNmgiwnhxg2lwQXYfCSvDhYRWRDj/+p37D+GJX/0RAPDg3bfhr7/mjuXTrbuwZdc+6LQarF22hBrwjDFKSBFCCAkIAoEAebPmIG/WHABA85D4gYO74HA4AQApaRlg4+ZzinT2mLvxh9/8HEsKVmDR0mVQh12YhFChTEIIIYSQwOUt2h4Zj5yrZmKgGunQguwb7vs+lt74AExGPSRSGa/Ye58iCknJqTAaDVBEpfLiVW0O7+MgH/FtJ6vxyjsfAgCcCh3ilnBX9T/7h6exY+vn0Gh1uPvrD2HFam4Jis6ODshkMt7qMZqL+kYJKTLpuD0e1OjNcLg8SNAooZT7aS9BCJlScmfOxp/+8QIO7N2FhMRkXvzIwf14941X8O4bryB35mx8+OXuCRglIYRMXX12F+qMZogEAiTrVBALBRM9JELINMMwDEJCQxESGuozfuud9+DWO+8B0N/xb6icvFm4/pbbYDIYkJKewYubjAbvY00kfyV+bU01KspKUVFWiutu4tc6/fmPvoMtmz9BsFKFP//jBaxcu54TP3D0BFwuN3RaDRLjYiCTSYf9vFMdJaTIpFLS2IG391ejq68/sy0UMFieHYXrFyRBIKCCdeSCHqsTrZ0WKOVi6EKDqKDhFBCqVuO6G7+C6270Xej84KAOfksKVvDi+w4fx6miEqwqWIwZWen0Z4IQQi4Sy7LYUtiIbWea4HT3f8ELlolw8+IUzEvRTPDoSKAxdlvRZbFDGyJHqGJ6f9kmE0sg4CfNN153AzZed4Pfa26/+37Mmb8QJqMeuXmzeHGT8UJRdo2WX5TdaOhPaPX2mBGkUPDiP/2/Z3CssAgAsP29l7F0wVxO/K/PvwynywWdVoPr1q1CaAi/MPxUQgkpMmk0t1vwwvYyuD2s95jbw2LX2RZIxUJcPZdf1I5MP063Bx8crsXhSoP3z0pcRDDuWpaG6DD+DwUyddx46x1Qq9U4uH8P8pev5MXf/OAzvP7exwCAX/3wcXz/m18b3wESQsgktbe0FZ+f4m436bW58OruCoQGSZAaFTJBIyOBpKPXhtf3VqGqtRsAwDDAnKQI3JafCrmEvnaSyWHewsWYt3Cx3/jf//Ma9C3NMBoNyJkxkxdnGAZisRhOp9NnwkrPqYHFT+j/65W30Nzan9RatmgeLyG16e6HIRaLoNNq8H9Pfg/KYO73G5fLBZFo8vx9mzwjJdPenpIWTjJqaGztzFhIRNRxa7r738EaHK40cI41tvXi71+cxZM3z0GwjLZ4TlUD9acef+JJXoxlWew6cNj7vGDhPN45r7/3CcLUIVi2aD7vhzshhExXHpbFzqKhVf36sQB2FDdTQorA6fLg71+chcls8x5jWeBkbRusDje+uT5nmKsJmTzCIzQIj9DA35/otz/+EizLoquzE0oVf3XT0vlzEBsVCYOpnVeU3ePxwGBq9z4fmrByu93Yuf+wdyviX375Y07c6XQiLGMBwtUhiIrU4uDmdzirxFwuF06cPgudNgI6rSYgtgtSQopMGo3tvX5jVocb7T12RKn5rUfJ9NFlseNolcFnrMfmxJFKA9bkUWvX6cjtduMnjz+EXQeOoLC4FHNncqcRHo8HT/72L2jr6IRIJMKpHR/5bCVMCCHTjcXmQqfF7jfe1OZ/fkamj8K6Nk4yarDSpk40tfciNjx4nEdFyMRgGIbTXGewF5/5rd/rXC43fvOjb0NvNKHL3MNLGJnaO73JqHB1KCQS7o12Q1s73G43jG0dAPhbFlv0Rqy66W4A/cmu2uM7OfG2jk689cFn0GkjkBgfiwWz8y7i014ZSkiRSWO4lS0MAIWU/jhPd03tFvhZRAcAaDD1jN9gSEDRy5Ox9u7vYO3d/aul9EPqR5UWn0FbRycAQBUSCknqUjQNuaP0vzdfxeL85UhMTgHDMOPWLcXlYbGjqhd7a/vQ5/QgPUKCTTkqxIbQaj9CyNiTiYUQCRm43L5/wAZTcxkC4Fzb8HOsehMlpMjk02N1YPfZFpQ2dULAMJgRH4blOdEIuozvnUO7+fkkBm785k8vXDMk7IiIxDufbIXJqIfD7uC9ZklXh/dxmDaaFy/quHDjPjySHz/Z0IIf/eZPAIC82XPx/ufchFVZSTGe/9ufodFGYsasOdh0060AACcjGfmz+UHf4MmksTBNi/LmLp+x7Dg1VEGX/xeBTA0j/XCg+gUEgM9i5sGqEHz94cdwcN9upKZn8u4oFRWexC9+/D0AwNwFi/H2x1+Oy1jdHha/3WXCqeYLd50bOp3YV9uHn63VICdSNi7jIIRMX2KRAHOSNThWZfQZX5imHecRkUA00hwriOZgZJLp6LXhr58VodPi8B4719aLEzUmfOfavAkpAyKRSjFn/kK/8Zy8WShpMKG9zQSb1erznNyZs9FmNCI6No4X43QY1ProMFhdhS8/+xgAcNXGa70JqStB/zKQSWNuigZlzV28CVF4sBS3LkmZoFGRQJKoVSJCKUNbj+8l4wtSadJMfItPSMQTT/0KQP9qqKEO7tvtfZyUksqLV9XW41xzK5bMnw25bPSSRPvqLJxk1AC7m8Xzhzvxt0066hZICBlzNyxIQmNbL1o7+zjHc+PDUJAVNUGjIoFkXqoWWwob4WsdXZBEhNx49biPiZAr8dnxBk4yaoCh24othY24eXHyBIxqZGKxGLqoaJ+xWXPn48Mvd/uMAUBMXDy+et8DaDMZMXM2v97qSB0GLwclpMikIWAY3LUsDfNSNDhVa4Ld6UGKToWFaVpa+UIAnP8zsjwd/9paArvTzYmtyo2moqvkovjqTJKRnYPVV23AkUMHsKRgBS/+6rsf4S/PvwyZVIqnf/wdPHzfHaMyloP1fX5jjd1ONHY5Ea+m1aGEkLGllIvxg00zcbzahIqWLogEDGYmRmBGQhgElBQnACJD5Lh+QSI+OlbPOS4UMPjq8jRqPEQmFQ/LorC+zW/8VF1bwCakrsSMmbMxY+Zsv/GVa9YjLDwCJoMBmTkzRuU9A+ZbPMMwsQB+BWA9gHAArQA+BvBLlmU7J3BoJIAwDIPsWDWyY+kuC/EtRafCkzfNxv4yPRrbeqGUibEgTYvMmNCJHhqZxK7acC2u2nAtnE4nWJZ//3fXgSMAAJvdjtgY/mqBY6fOICpSizgfseHYXcMURQNgGyFOyMWgORi5GBKREEszdViaOTp3xcnUszovFkmRKhyuMKDTYocuNAgFWTpEhlLTITK5sCzrt24eADhdbr+xqSwhKRkJSaObiAuIhBTDMCkADgHQAvgEQDmABQAeB7CeYZilLMu2D/MShBDiFRYsw6b5iRM9DDIFicUX6gUMFIL0eDzIW7gMZpsbDXU1SC24Hk1i7mq8+39wM2qrK5GUnIrnXnkbyalpvNf2VSQ9O1KKYr3v7lYKCYMENRUTJleG5mCEkNGUHKlCciS/1T0hk4lQIECSVok6o+9i/Sk62nUxWgQjnzIu/oX+idBjLMtez7Lsj1iWXQXgrwAyADw9oaMjhBBC/BAIBPjpr3+PLfuO4UBhOZQq7iRF39KM2upKAEBzcyOiY2I5cZZlUXjiGJxOJ++1N2QoESrz/aP6phkhkIoC5cc4mcRoDkYIIYQMsWFOPHxtSBYKGKyfxS8ITi7PhM9kz9+ZuwpAPYB/Dgn/HIAFwF0MwyjGeWiEEELIJQmP0PCO9fSYkb98FaQyGebOXwSZXM6JN9TV4tbrrkLMzALc99iPOLFQuRBPr4/EzKgLhdJDZQLcPz8UN+Qox+ZDkGmD5mCEEEKIb9mxajywNguRIRfmbTFhCnxzfQ4StTQHGy2BsGVv5fn/b2NZ1jM4wLJsD8MwB9E/WVoEYOd4D44QQgi5EmkZWXjp7Q9ht9nQ3mbixQ/t3wMA6LX0ocdi4cVlHgu+OVsIaUEM+pweaINFEAmoiDAZFTQHI4QQQvzISwjHjPgwtPfaIWAAtUJK3Y1H2YSvkEL/cnAAqPQTrzr///SRXohhmJO+/gOQORoDJYQQQi6XVCZDdCx/iTfDMIg5f3x1/mJe/I33PkHSvJVYd8Ot2LdzGyWjyGiiORghhBAyDIZhEKGUISxYRsmoMRAIK6QGim10+4kPHA8d+6EQQggh4+v2u+/HbXfdB3vVAYSG8AvB7jxwGABQXFYJq83Gixvb2hGuDoVQSC21ySWjORghhBBCJkwgJKRGDcuyc30dP3+Hbs44D4cQQgi5KAzDQJZeABuApkHHWZaFXRAEkUgEl8uF7FU3ebv7DbjzkYdQVVGGxfnL8d0f/czbjtdX1z5CxgrNwQghhBByqQJhy97A3Td/vRMHjneN/VAIIYSQwMEwDF58830cL6vHy+98jJhYbjKqt7cHp08eR1dnJ7787GMogoN5r9Fr6Ruv4ZLJh+ZghBBCCJkwgZCQqjj/f3/1CdLO/99ffQNCCCFkSlMogrF02Qre8XP1dQhVhwEAMrJzEKHRcuLtnV2IzsvHsk134Nd/+SdYlh2P4ZLJg+ZghBBCCJkwgbBlb/f5/1/FMIxgcJcXhmGUAJYC6ANwZCIGRwghhASq7Nw8HCgsR2V5Kbq7OnnxfYeOweVy4cTps2AYBk999xFO3OVyQSgUUpHO6YvmYIQQQgiZMBO+Qopl2RoA2wAkAnhkSPiXABQAXmdZlt8LmxBCCJnmGIZBRlYOFizO58Wq6hq8yaZVPjr4vfvJF0hZsAZf/85PsOsA5RymG5qDEUIIIWQiBcIKKQD4JoBDAP7GMMxqAGUAFgJYif5l4k9O4NgIIYSQSadJHI87vvNrbLz3uzh6aB9S07N4BdE/O1gEvdGEtz7cDF3GHKSv5MZZluWsnqJC6VMSzcEIIYQQMiECIiHFsmwNwzDzAPwKwHoAGwG0AngWwC9ZluXvQyCEEELIiELVaqy7epPPWGlxkffxkoIVvPj3H/0GDPoWLClYgRtvvROxEWM1SjJRaA5GCCGEkIkSEAkpAGBZthHAfRM9DkIIIWS6+GznQZQUn8HRg/uRM2MmJ+Z2u7Fv93Z0d3Xh2OGDWLP+aiCC38WPTH40ByOEEELIRAiYhBQhhBBCxpdQKETerDnImzWHF6uqKEN3VxcAQBupQ1pGFuBq9MYdDieWXnMrFsyZidUFi3H9hjUQCCa8NCUhhBBCCJkkKCFFCCGEEJ7M7FwcPF2BQ/v3wGq18jrxHT11BiUV1SipqMaeg0dx49VXTcxACSGEEELIpEQJKUJG0GWx40C5HudMvZBLRViQqkF2rJrapBNCpjyNNhKbbrrV+3xwUfRPD7/ufbxw+VpewfRD+/fiv/96FkuXrcSKNeuQkpbOe30qkk4IGU6DqQeHKgzo6LVBo5KjIEuHKLVioodFCCFklFBCikwrJrMVh8oNaO+xIVwlw5KMSGhUcr/nn2vrxd+/KIbV4fYeO1ljwtJMHW5bmkJJKULItPXwt3+AJctX4tDe3Vi4tIAX37trGw7s3YUDe3fBoG/BT375fxMwSkJIIGBZFtV6M07UmGB1uJCkVWJReiTkEv9fRfaXtuLdQzXe52XowoGyVtyzIgNzUzTjMWxCCCFjjBJSZNo4VduGV/dUwO1hvcd2FTfj3pUZmJ3Ebx3Fsixe31vJSUYNOFiuR15CGHLiwsZ0zIQQEqgkEgnmL1yC+QuX+Iwf2r/H+3jJspW8+HN/+zPshhqszF+E5YsXIFgRNEYjJYRMJJZl8d7hWuwrbfUeO1Xbhp3FzXh84wxoQvg3Bjt6bXjvcA3vuIcF3txfhaxYNYKk9DWGEEImO6o+SqaFXpsTr++t5CSjAMDt6U86WWxO3jXNHRa0dvb5fc1j1aZRHychhEwVz7/yNn7zx7/h6k03Yf4iftLqw3ffxL9efgu3fO0xnDxzdgJGSAgZD2fPdXCSUQO6LA68ub/K5zWnatswZMrm5XB5UNTQPppDJIQQMkEoIUWmhdN1bXC6PT5jDpcHhfX8iU2f3TXsa1pHiBNCyHQWExuPr9x5N/763ItQKII5sabGBjTU1QIAguQyLJo7ixNnWRbf+P5TeP7Vd1BZUweW9fPNlBAS8I5UGf3GqvVmtPfYeMdHmoONFCeEEDI50FpXMi30+FgBNVivlR+PDlNAJGDg8nOLLl4T7PM4IYSQ4Wm1Orz89kco2vMJbHYHpFIJJ15eVYs33vsEb7z3CUJUSjQW7oVIRFMWQiYjX3OswXqsToQrZZxjCSPMsUaKE0IImRxodkemhdiw4TuyxIbz48EyMfKzdNhTwl9mHiQRIT9TN2rjI4SQ6UQilWLp8pVYury/tlTTkPiHhz/3Pl6wdDn08mROvKqiDB/9720sXbYScxcsgkwuh5ORgBASeGLDFagxmH3GxEIBIkP5NaRy48MRpQ7yWTohVadCcqRq1MdJCCFk/NGWPTItZMeFIUrtu2ButDoI2bFqn7EbFiZhRU40RIIL3fRiwoLwrY25CFVIx2SshBAy3a1etxFP/eYPWH3VBqxet5EX37VtC/773N9w3+034Kkffnv8B0gIuWjLcqIhEvruSpyfpfPZaU8oYPDI+hxkxoR6jzEAZiaE44E1WdTlmBBCpghaIUWmBaGAwTfX5eDl3RWoHXSXLiVShXtXZUAg8D2xEQoEuHlxMjbMjkNLZx+CJCJEhwVd1kSIZVm099rRZbHD6fJAJhFCo5IjWCa+7M9FCCFTUWxcAu66/xu46/5v+IwP7uC3eOmy8RkUIeSyRIbI8dBVOXhjXyW6LA4AgIABFmfosGl+ot/rQhVSPLohF21mGzp6bdCo5FAHX97NQLeHhaGrD702J1gWCJKKoAsNglhE9+YJIWQiUUKKTBvqYCm+e20emtstaOuxIUIpQ4yPrXq+KGRipEWFXNb7OlxunKgxYV9pK5raLZwYwwAz4sOwLDsa6dEhENAdP0IIGdH9Dz2K1PQMHNy3B0sKVkz0cAghI8iMCcUvb52PGn03bE434iOCL3qleYRKhgiVbOQTfeiy2HGwXI+DFQaY+xycmEwsxMI0LQqyo6AL9b2KnhBCyNiaNgkpD8viQFkrOi0ORIbIMSspHBKRcKKHRSZATLjiohNRV+pkjQnvHqrx2w2GZYGihg4UNXQgJiwI963MhM7P1kJCCCH9lq9ai+Wr1k70MMhFcrk92H6mCQ6XGym6EGREh9CWq2lIKGCQHh06Lu/l9rD45Hg99pxthp/eNLA53dhb2oq9pa2YkxSBOwpSIfOxfZAQQsjYmTb/6rZ09OGdgzXe558cl+DhddmIDacuHWRs7CxuxkdH6y76/OaOPvz5szP45vocJGmpWCchhJCpobWzD58crz//rBGpOhUevCrbZ+0gQq6Uy+3BizvLUXyu46KvOVXXBqPZikc35FIpBUIIGUfTZuO0h+XeHunuc+CF7WVwezwTNCIylR2rMvpMRjHo7zaTHh2CcB91EKwON57fWgpjt3UcRkkIIYSMvaELVKr1ZnxwpHZCxkKmNpZl8daBap/JKIlIgORIFVJ1KgRJ+cnQpnYLXtheBqebvhsQQsh4mda3pjp67Sht6sKM+LCJHgqZQnptTrxzsJpzTMAwWJEbjeXZUQhX9tdBYFkWtQYztp1pQkljp/dci92Fdw/W4Fsbc8d13FfCYnOi1+4CWBZBUjGCZSLajkEIIcSv49Um3LQomVZJkVFV0tiJY1VGzjGlXIz1s+OwIFXr/fPmdHtwpr4dX546B8Ogm4C1BjP2lrRgTV7suI77cnlYFj1WJ6x2F4RCBkqZmLYdEkImlWn/L1ZHj22ih0CmmKOVBjhcF+6uiQQMHl6Xg4yYUJj7HNh9thk9VieiwxSYmRiOh67KxmcnGrDtTJP3moqWLug7+wK6npTN4cLxGhMOlOnR3MEt1q5RyZCfqcOi9EgoaOk7IYSQIdweFmarkxJSZFTtKWnhPI9QyfDtq2cgVCFFc4cFRQ0tcHtYZEaHYm5yBGbEh+G5rSWo1l/owLyvtBWrcmP8dmAOBB29NhwsN+BwhR5mq5MTS9WpsCw7CnkJ4RAJp81mGELIJDXtZwEalXyih0CmEA/LYn+5nnNs3aw4ZMSE4lStCa/trYTLfWHzQrhSikfW5+LaeQmoaOlCg6nXG9tf1opblqSM29gvFsuy2FncjC2FjbA53T7PMZlt+OhYPTafPIcVOdG4Zl4ChAE8sSOEEDK+xEIBQoMkEz0MMoUYu60ob+7iHLt7eTpCgiR471AN9pa2eo9vKWxETpwaX1udiftXZeLn757wbtXr6LWjpKkzIHdQWB0u/O9QDU7UmMD6KdZerTejWm+GKkiCmxclYU6yZnwHSQghl2Bap821IXJkxoRO9DDIFHLO1Is284VVdyIBg/ysKLT12PDqHm4yCgDae+x4cWc5AGBlbgwn1j/Z8DPbmCAeD4s391fh42P1fpNRgzndHmwvasIL20vhdFFNBkIIIf0WpWshFVO3YzJ6TtWaOM8TNUokR6pwtMrISUYNKGnsxOcnz0EVJMHclAhO7ESNiXf+RDP3OfDM5mIcr/afjBp6/ku7KrB90Ap8QggJNNMmITV0dUaESoYH12YF9HJcMvl09HK3gKZGhUApF+NIpQFuP32HmzssqDP2YFZiOAb/abTYXZytf4Hgw6N1OFJp9BkLD5YiQimDr79RJY2deG1vJa+5ACGEkKlvaEnB3Dg1bliYNDGDIVNWR6+d83x2UjgA4ECZ3tfpAIBDFXq4PSxmJ3ETUp0BVtLD7nTjuW2lvBIJQP93HI1KhhA/Kw4/OV6PA+X+fw0IIWQiTZste9FqBe5dmYEuix3aEDly4sJoCxEZdfYhCSSVvL9+0ki1yjp67UiO7O/6YrG7Lrye0x0wd5DLmjp5tRmkYiFW5EQjP1MH9fmugT1WBw5XGrCruBm9tgufpbCuDTlVaixKjxzXcRNCCJlY0WoFbl2aAofTjdSoECRolBM9JDIFDZ2DKeX9CZr2Xv9zMKvDDZvDBZWcm8yxu0ZeBT6evjh1Do1tvZxjESoZ1uTFYn6KxjtXbOmwYH9ZKw6W6zH4Puh7h2qQGROKiPONdQghJFBMm4QUwwDzUmgPNRlbUhE3edTV5wDQvz10ONoQORwuNycZBQAySWAkowB+odCQIAkeu3oGIkPk6LLYcbhCDzcLZEaH4qqZcViYFom/f1EMfdeF7jW7zzZjYZqWOvARQsg0IhQwKMiKmuhhkClOKuJu/OgeNAfrGVL4e0CwTAS5RIROi5lzXCoOnK9IdqcbB4escMqMCcUDa7IgFQvR1N6LOkMPZBIhcuPDcOvSVMxJ1uBfW0q8dbHcHhYHSltxPa1MJIQEmMD515aQKUCj4t55qm7tRpfFjkXpkdh2psnnFrwkrRJx4QocHdKmWCUXQxwg3VHazDaUNnZyjt2zIh1alQxfFp7Dl6cavdvxGAAF2VG4eXEyvr46C09/eMpb66C5ow91xh4kR6rG+RMQQgghZCob2qjoRI0Ra/JisDw7CjV6s89rCrKiIBAwOFnbxjkeoQqclUQnakycup0KqQhfW50JAHh+WynOnuvwxiQiAW7PT8X8VC2uX5CI9w7XemOHKg3YODceElHg3OwkhJDA+LZLyBQRG66ALjTI+9zD9q8sClVI8cCaLAQNaW8dG67A/aszwbL9q4cGW5AaOCuJTtQYMbj6U1xEMNKiQnCytg2fnzzHqQ3For9l8q7iZujUQciN43apGZp4I4QQQgi5UnNTIjj1ypo7+lDR0o3ZSRG4ek48r5bZgjQt1s+OQ3uPDafruAmpBanacRjxxTlWzZ03Lc3UQS4R4b3DNZxkFAA4XB68trcSjW29WJwRiSDphXlnn93Fu7lICCETjVZIETKKGIZBQbYO7x26cEdqZ3EzEjRKzE6KwK9vn4+ihnaYrU7EhCmQHh0CsMC7h2rQ3NF34XUALM3STcAn8M1o5tZfmJeiAcMwvG18g+0tacXqGTGYl6JB8aAJU5vZ6vcaQgghhJDLERYsw4z4MBQ1XJhzvL63Eo9fPQMb5sRjUUYkzp7rgNvNIiMmFFHqIPTanPjvjjJO4xltiLx/fhYgTN3cedO8FA16bU4cr/bdCZBl+28M3rksDTMTwnG40nDhtcyBVaydEEIoIUUCgtPlwb7SFhyvMcHqcCFRo8SavFjERQRP9NAu2YJULT4/eQ595+tBsSzw4s5yLEjTYmVONOafv+vm9rAobmjH9qJm1Bt7OK+RGx/GW3o+kewObnFPtaK/gLmhq8/X6QCATosdTrfHW+x8wOBl54QQQgiZWJ0WO3YWNaGksRMChkFufBjW5MV4i4JPJityojkJqe4+B/7w8WmszI3G0kydt5ZZn92FPWdbsKOoyVvvc8DynCgIAmSFOsCfN6mDpTB2W/12bwYuzM9oDkYICXSUkCITzuX24LmtJahs7fYea++x43R9Ox66KhtZseoJHN2lk0tEuGtZGl7YUYZBO9lwrMqIY1VGhAZJECQVodNih9XBnxiEBknwlaUp4zjikUnE3N29vbb+4qBqhRRWh++klEIqgkgo8J47YGjhd0IIIYRMjDazDX/57AzMg4p+G4qbUVjXhu9dNxMhQZMrKZUeHYoVOdGcFdw2pxtfFjZiS2EjNCFyCAWM34ROdqwa+ZmBVYBfKhJyapD2Wp0ICZKAAeAvJXWh8/GQOZiYqrUQQgIL/atEJtzxGhMnGTXA7WHx7qEaTn2iyWJGQjjuLEiDwMcNtq4+B1o6+3wmo1RBEnxzfY53BVKgGDqe0/X9tRaWZvrfVrgkQwcBw/DqMoQGB9ZnI4QQQqarz07Uc5JRAzp67fjy1LkJGNGVu3FhEham8WtAsQCM3Va0dvb5TEal6lT42upMCH1N3ibQ0FVOp+vbEaqQIic+zM8VwJJMHdweD4oa2rmvFWDzS0IIoYQUmXBDExaDtZltaOmwjONoRs+i9Eg8vC4HYReZgEmPCsH3r8tDdJhijEd26eYmazjPK1u60dTei4KsKCzwMenLjlVj45x4dFnsODWkc828Ia9FCCGEkPHnYVmcGZKwGOx0vf9YIBMIGHx1WRo2zU+ERDTyVx0Bw6AgKwqPbMiFVBx4q7jnJkdwnu8rbYXL7cEd+amIVgfxzr9mbgIyokNRWNeO7kHbESUiAXKHSWIRQshEoC17ZMK53MOvgBopHsiyYtX4+VfmoaSxA/vLWlHe1MVZXi0RCTAvRYOCrKiArpcVE65ASqQKNYYLbZNf3dNfKPSuZWlYlhWFooZ2eFgWWTFqpEeHwOHy4JXdFXANugsZoZQhMzZ0Aj4BIYQQQjhYwD3MHMvl9viNBTqGYbB2Zizys3Q4Vm3E/lI99EPqXoYqJFiaqcOSDF1Ab01cmB6JzSfPwXn+96PTYsfbB6pxZ0EafnjDLBQ1dKDOYIZcIsKc5AhEhgZB39WH9w/XcF5nfqoWcgl99SOEBBb6V4lMuPToEFS0dPmMBUlFiAnAFUOXQihgkJcQjryEcFgdLnT3OeB0eSCTCBGqkEIsnBwLFZfnRHESUq2dffj9x6excU485iZHIFGrBAC4PR4U1rXji1MN0HdxO8MUZAdWoVBCCCFkuhIIGKRGhaDKR9kEAAHVae5yySUiLM+OxvLsaJj7HOi1OeFhWSikYoQqJGAmwZwkWCbGvBQNp1ve0Soj2nts2DA7HrMSwzE7qX8VlcXmxM6iJmw53cgrDbEsK7BqYxFCCEAJKRIAlmbqcKBMj06LnRfbMDsO4otYbj1ZyCWiSXt3anZSBGYmtHGW93f22vHmvip8eKQW8RHBYBgGTe296LW5eNenRKqwLJsmQ4QQQkiguHpOPP72xVlevU6RkMH62fETNKqxoQqSQBXAK6GGc938BFS2dKG998JcuVpvxt+/PAt1sBRRoUGwu9w4Z+r1rqQabN2sOMSET+4bvISQqWlyfjMmU0qwTIzvXDMDHxypQ9G5drAsEBYsxbpZcViSETnRwxtTTrcHRysNKKxrh9PtQVpUCJZnRwXkhIlhGNyzMh3/3laKihbu3VSrw807NlhsuAIPrM2aNKvBCCGEkOkgNSoEj6zPwcfH69HY1gsASNYqcf3CJMQHcCmB0WDuc2BvaSuqWrshFgowOykcC9MjA3KuopT3N735+xdn0TWoLhTQf3Ows5d/U3fAkoxIXDN3aiUXCSFTByWkSEAIU8rwwNos2Bwu2F0eKOXiKb+1y+ny4J9bzqJaf2EbXK3BjEMVenz7mjxEhsgncHS+SURCPLwuB+8drsXBcv1FXZMeHYJvrMmCbJKuDCOEEEKmsoyYUPwwZhZ6rE4wTP+NwqnO0G3FM5uL0DOow2BFSxdO1JjwyPrcgFydHxkahO9dNxMv7SpHnbHnoq7ZMDsOG+fET4qtiYSQ6Ym+IZKA0t5rx4EyPdp6rAgPlmFppm7Mi32b+xw409AOm8ONRK0SqTrVuPzg3lfWyklGDeixOvHB4Vp8c33OmI/hcoiEAtyen4o1eTE4UKbH4UoD+uz8LXoDGDCUjCKEEEICGMuyqDf14ES1Edbz86H8TN2Yr9hu7rCgrKkTAoZBbnwYtON0M+6Dw7WcZNSAar0Z+8pasXpGzLiM41Kpg6X47rV5qNGbsb+sFYV17bztloNJREJKRhFCAhp9SyQB43i1Ea/trcTgn6sHy/W4vSAVSzJ0Y/Keh8r1ePdQDdyDOsGl6FR4cG02gqRj+9fjVK3Jb6y0qRMWmxOKAL5LqVHJccPCJFwzLwG/+N8JdFscPs+raOmC3ekOyFbKhBBCyHTHsize2l/NKZpd2tSJvSUt+NbGXMSGj/6NQbeHxVv7q3C0yug99uHROqzKjcYNC5PGNIlisTlR2tTpN36yxhSwCSmgv4RCalQIUqNCsNrUiz98ctrvucUN7Vg7M3b8BkcIIZco8NajTkPtPTZ8dqIBL++uwKfH69Fmtk30kMZdr82Jt/ZXY+hNHhbAuwdrYO7zney4EvXGHrx9oJqTjAKAGr0Z7xyoHvX3G8o2pPvJUHbX8PFAIRYKRtxeOdzdO0IIIWSi1BrMePdgDV7ZXYE9JS2wOvyv+J2qis91cJJRAyx2F97cXw12DH6G7yhq4iSjBuw62+JzLKNppPmVzTk55l8AIBUP/1XOTfMvQkiAoxVSE6yooR0v7SyHa1BSZGdxM+5dmeFt4TodnK5v99kVBOi/i3aqtg0rcqNH9T0PlLfC34/pwvo2mPscY7pUPSlSCUO31WdMHSxFaJB0zN57tGXFhOJQhe8JZIImeNJ2FiSEEDI1sSyLj47WYdfZFu+xEzUm7ChqwmMbZ4zb1rFAcMxHYmhAY1svDN1W6EKDRu39WJbF/tJWv/F9pa1jtjIeAEKDpFAHS/0WAk+OVI7Ze482jUqO8GApp/veYFkx6nEeESGEXBpaITXK3B4Wjotc2dJnd+HV3RWcZNTAa7y2pxK9Nv7e9qnKOkwNIgCw2Ef/12K4lWgsC3QM07FkNKyeEeu3k8u6WXEQCCbPnv+1M2MR5CPpJGCA6+Yljv+ACCGETDtOtwduj++bW0OVNXVxklEDuiwOvLmvarSHFtD6RlgVNlydyMvh8rC8TnGDjfVOAYGAwfpZcT5jYqEAq2dMni1uAgGDa+cn+oyFKiRYnhM1vgMihJBLRMsWRkmnxY5Pj9ejsK4NLjeLuHAFNsyJR15CuN9rTte3we7yPXFyuj0orGtDQdbY/yAxdFuxq7gZtQYzpGIh5iVrsDRTN64dRuI1w9cnSNCM/t2qMKUM8FFUHAAY9K9SGm3tPTZUtXaj1+YEywLLc6Jwur7dO/lSysRYPycO+Zljd2dwLGhUcnz32jx8fLweJY0dYNn+ttHXzEtAenToRA+PEELIFFat78bmEw2o1pshYICcuDBsmp8Indr/qp4jw2wLqzGYYeq2QjMOq6TKmjqxr7QVJrMVYcEyFGTpMGOYueNYSIhQorKl22dMLBQgaphfx8shEjBQBUn8lmMIV47+/ItlWTSYetHU3os+hwtCgQAL0jQoOdcJy/mEW7Q6CF9ZmjLqn3eszUvRQCIS4ItT59DUboFQwGBWYjg2LUiEUj62RekJIeRKUUJqFPTanPjrZ0WcFTWN7Ra8sL0M967MwLwUjc/rfHX3uJT4aKg39uDvXxRzEmP1xh6caWjHN9fn+F3Bc6mcbg9KGzvRY3UgOkyBJK2SU7AyPSoEiVol6n20sY0NVyA7dvSXHOdn6vwuU89LDEfIKG3X87Csd8JZ2tjpc5tgXEQwZieGY1l21KTtSKdTB+Ghq7LhdHvAsiwkIipiTgghZGxVtXbjH1+e9daD9LD9NZFq9Gb8YNNMv0mlnhFWoffYnGOekNpV3IwPj9Z5n+u7rCht6sTGOfHYOCd+1N6nx+pEaVMH3B4W6dGhiFDKOPGCbB32l7X6rJ20LDtq1LfdMwyDgkwdPj91zmd8NG/G2p1uHK82Yn9ZK5o7+nhxoYBBdmwo5qdFYm5SOASCybl5JC8hHHkJ4bA73RAKGIhGaf5OCCFjbXJ+8w0w+0tb/W7v+vR4PeYkRfjcfhUbrhj2dUeKXymWZfHuwWqfq7SqWrtxpNIwKpOC6tZuvLSrHOZBCbZkrRJfX5PlrdHEMAweuiobb+ytxNnGC51PsmJDcdey9DHZvpYcqcItS5LxweE6TtHtBE0wbs9PHZX36LU58eLOclS1+r7zOKCxrReNbb04XmPCg2uzEaGSDXt+IButJCYhhBAyks9ONPCakwD929C2nWnCncvSfF4XG67w+7NZJGAQOcbJqO4+Bz4+Vu8z9uWpc5ifohmVhNjO4mZ8erze+2vEAMjPisIti5O9c6uwYBke3ZCLN/ZVQd/Vn7QRCwUoyNLhOj/bwa7UVbNioe/qw8naNs7xgqwoLBmlVeINph78Z3vZsNsD3R4WpU1dKG3qwtmGCNy5LG1S31CjjsaEkMmGElKjoGyY1rEdvXYYuq0+l/9mxagRpQ5Cayf/jk1kiBw5cWGjOs6h2npsaGy3+I2PxpZBc58Dz20rhX3IXbdaYw9e3l2Bx6+e4T0WLBPjoXU56Oixoa3HhjCljHcXb7Qtz47GzIRwFNa1wepwI0mrREZM6Ihd4y5Gj9WJZzYX+S1c7ktrZx/+/OkZPH7NjFEtIEoIIYRMNXanG7UG31vvgeHnZwVZUThQpvfZUGVxhg4KmXhUxuhPUX273w60LPqbvaydeWW1jIoa2vHRoBVYA6+9v6wVoQoJ1g2qo5SoVeLJm2ajucOCPrsLMWGKMf01EAoEuG9VJlbN6EFZUxcEAmBGfBii1KNzM7a6tRv/2loCh5/SGL6crG1DV58Dj6zPmdRJKUIImUxoKcMoYEZYveMvLBAw+Oa6HCRrufWREjVKPLI+B8IxLmo90g/pS/kh7s+RKgMvGTWgqrUbTe29vONhSpnPJeVjJVQhxcrcGGycE4+sWPWoJKNcbg/+va3UZzIqNlyBFTlRWJUbjRSdihfvsTnx3JaSaVXUnhBCCLlUI/24Hm5+pg2R46GrshGquLA9n2GARela3LgoabSG6NdIDXAutkHOcPb4KNo+YG9JCy8hxjAMYsODkR4dOuYJuQEJGiXWz47DVTPjRi0ZZeq24t/bS3nzWIYBsmPVWD0jBgVZUdD4WI1eozfj9b1VYP0kCwkhhIwuWiE1CvLiw1Djpzh2ZIh82NbB6mApvnvdTDS198JktiFCKUNsuIJTX2msRIbIoZSJ/dZRSNOFXPF76H2s/uLEu6yIDe8vaG51uNBrc8LDAgqpCAqpaFx+Ha6Ex8PiZK0JhXVtsDs9SNWpkJ+lw5n6dtSbuPWwkrRK3LQoGQmaYM7n0nf24dMT9Shq6PAea++1Y8eZJly/cOwnxYQQQshkJBEJkRkTivLmLp/xmQnDrzTPiAnFL2+dj2p9N6x2FxI0yjFpaOJLatTwc6yR4hejtcv/HMxsdcJqd0EhE4NlWfTaXP3FvhkGwTLRpKhn2Wd34WC5HhUtXRAJGMxMDMf8VC0+OV4Pq4Ob0FuSEYkNs+M5v78elkVFcxfeP1zLuYFYWNeGihYdMmNCx+ujEELItBX4P20mgfysKByrNqG5g7v9TcAwuGlx8kUlVWLDg72JmfEiEgqwfk4c3jtUy4spZKJRaRUbqhh+YtfRY8Wznxejqb2XN3mIUMqwNFOHRemRUMrH507dpXB7WPxnRxnOnruQSKpo6cK+0hbIpdzxpkeF4OH1OWAAHKkyorihHW4Pi8yYUCxOj8TX12ThzX1VODqoyPqhSgM2zo0ft2XjLMt6l+pHhykQPE53RwkhhJDLdf2CRPx1czFvNbZaIcHamXF+rrpAKGCQMQHdYBM0SsyID0PxoDnEgFSdCumjkJAKVUj9NsiRiAQ4XKnH8WoTDN1WuNzcFUHJkSoUZOkwKykiIGtDdvba8czmIrQPquF6trETB8v1ONfGXX1/9Zx4bJgTjx6rA18WnkOdoQdSsRBzkiMwMzEc37tuJv7y2Rnouy4kpfaXto5rQsrp9uCcqX/c8ZrggPw1J4SQsUAJqVEgFQvx+NUzsP1ME07WmmBzupEcqcK6WbFI0vK3ZAWSZVlREDAMthY2eos+pkeH4JbFKSMmky7GovRI7Chqgo96o2AY4NMTvjusAP01rj45Xo/PTzYgPysK1y9IDKiuIUcqDZxk1IAemws9Npf3OcMAdy5LA8uy+MeWEs5qupLGTuwv0+PbV8/AV5akoPhcB/rOtx/us7twqrYNi9Ijx/yzNLb14o19ld4ONCIBg/wsHW5YmAThJO04QwghZOqLDQ/G96+biS2nG1HR3AmBQICZCeFYNyt21LrljpX7VmXg42P1OFJpgMPlgUjIYEGqFjcuTBqVFeJLM3V450C1z5jT5cHHxxr8XltrMKPWYMYHR+pw/YLEcZmLXIoPj9ZyklED6k3cZJQuVI71s+Og7+zDs58Xc3YFFNa1YU5yBO5dkYFbl6bi2c+LvbGic+3o7LWPy4q5I5UGfHys3luqQSkTY1MA/poTQshYoITUKAmSirBpQSI2LUic6KFcEoZh+juaZOjQ2WuHVCyAUj56EzhtiBx3FKThrf3VvFoFF7s93+VhsaekBS2dFjy4NjtgOoicqDFd1Hkz4sMQrpRhS+E5n1s7jd1WfHy8HncvT8eiNC12Dar5UHyuY8wnJN19Dvz9i7Poc1xIovX/mrcCAG5enDKm708IIYRciSh1EO5bmTHRw7hkEpEQX1mSgk3zE2Huc0ApF4/qVrklGZFoMPbgcKWBF7vYCkm9Nife2FcFk9mGa+bGB0QpBYfLjTP17Rd1bkF2FBiGwdsHq32WqDhV24YZ8WGYl6LhNBpiWaCksQP5o9BtejhFDe14Y18V51jP+V9zhVSEGQnhY/r+hBAy0WjpAwHQv2Q9QiUb1WTUgEXpkfjFrXOxblYs5JLLTyZVtnTjxZ3lPts7T4SBlUwjyY5VAwCOV/tPYJ2qNcHt8SB7SGfFnmFaFY+WA2WtnGTUYPvL9FRcnRBCCBlDUrEQmhD5qNdtEjAM7ihIxfeuy8P8FA2uJJW09XQjdhU3j9rYroTd6fG58t6XnLgwdPTY/NZ6BfrnZwzDIOf8fG2A2c92x9G07UzTZcUIIWSqoIQUGRdqhRR1xh5enSigf0tbTpwadxak4pYl/UW//Slt6sT+staxHOpFSxzSHdGfgQnmcAksl5uFw+WBbMjqL1/tqEdbg4nf6XCA28OiZUhtNEIIIYRMDgzDIDxYhtKmTp+roqRiIZZkROK+lRnYMDuO03VwqI+P1wfEnCBYJkK48uK20snEQr833QYMzM9kkvGfg50b0gBnsOHmZ4QQMlVQQoqMi8rWblS2dPOOB0lF+NH1s/HwuhzMSAiHVCTE4gwdvroszW9R7T0+WhUDgLnPgXpjDypautBg6hnzlT0rc6Mvquik/nyXm/hhEm2RIXLIxELvuQPk0rHfVRs0wnuMFCeEEEJI4Npd0gKLj5tiiRolfn3bfNxRkIaYMAVCgiS4Zm4CrpmbAF8781gW2FvKvynIsixM3VbU6M2obOlCU3svHC7+DcjRwjAM1s0auWA90D8H04bIh12hP3AjdHBRcwAIGodOg8PNsRQ0/yKETAP0Lx0ZF/t9TGAA4CuLk3Gi1oS/bD4Du5N7JyovIQwljZ28LXptZhvKm7qQHaeG2+NBUUMH9pe2orKVm/BiAGTHqVGQFYXsWDUEgtGte6ALDcIj63Pw9oFqb7tgmViIFJ0KJY2d3vOOVRmxcXY81s6M7b9D6eMW5VWzYsEwDKfLHgDEhCkA9N+921HUhMK6NjhcHqRGheCqmbHe+JVYkKr1Ww8rWh00Ku9BCCGEkPHndHlwuELPOy4RCXDToiS8fbAaZ+raOFvgxEIB5iRF4GRtG++649VGXL8gEXKJCH12F45WGbCvtBUms433+vNTtSjI0o1JF+nF6ZFwOD34ovCcd4VTuFIKpUzMKWx+tNKIVF0IVubG4ItT/EY6EpEAK3Ki0Wd38epSRYcFAQD0nX3YdqYRlS3dEAkFmJUYjjUzY0elG/H8VC12D6odyo1prvj1CSEk0FFCioy57j4Hihr4xScjVDLsK21FrdH3cuWihg7EhSvQ2M5fHn602giRkMHr+6rQ6aPLCtBfsLOksRMljZ3QqGS4Z0UGErVKON0enKlvh76zD6ogCeYkR1z2pCI1KgQ/vXkOWjr6YHe5EROmgNPtwVNvH/cu9e7oteNYtRGL0iPxtVWZeP9ILbos/bWhgqQiXD0nHgvTIlGj70bVkKTaovRIWB0uPLO5CC2dF1ZPnawxoai+Hd/amIvkyCvr5JgVG4qCLB32l3EnrHKJEF9dnh4QBUwJIYQQculO17eh18ZfHZWXEI7nt5fC4iPmdHtwsrYNKrmYV0fJ4fKgsK4NVrsLn586B4fL97Y2h8uDg+V6HCzXIztWjbtXpCNYJkaP1YlTtSb0WJ2IDlMgLyHssjooMwyDFbnRWJqpQ3OHBUIBg5hwBc6e68AL28u85x2vNmLdrDisnx0Ht4fF7rPN3jFHhshxR0EqNCFyfH6ygbNFL1QhQWaMGufaevHs5iLYB33OHcXNKD7Xge9emwfFFSalNsyOR3VrN2+uGxeuwPrZ8Vf02oQQMhlQQoqMuTqD2WfxSaVM7DcZNWDoHbcBDUYzTte1XXSBc5PZhmc/L8bNi5Ow7XQTp1Xwx8fqcO/KDORdZicThumfBA2QioWYkxzBWe307sEaqIIkmJUUgRkJ4Whs64XbwyIuQgGJSIim9l78d2c553VTdCrEhCmwpbCRk4wa4HR78MGRWvxg06zLGvfg8X9lSQpmxIfjWLURfXYX4jXByM/UIVQx9u2OCSGEEDI2/BXzbm7v9ZmMGkwh4yekgP5V775uFvpT2tSJP396BitzY/Dh0Vq43BfmbhqVDN9cnwONSn7RrzeYWCTg1PTMjQuDOljqvVnp8rB4bmsJHlmfg2vnJWBNXgyaOyyQiYWICVOAYRgcrjRgS2Ej53XzM3UQChh8eKSWk4waYOi2YtfZFlw7L+Gyxj0gSCrCd67Nw7FqE86e6+j/DPFhWJCqgUQUGF2lCSFkLFFCiow5X3ULAKBuhGQUANicbggFDH/bXo/vVVGRIXIo5WJ09TnQNiSZ5XR78M6BGl5RT4fLg5d2luPnt86DepQSMKtmxOB4tdGbiHO6PfjXlhLkxoehIEuHVF0IBAIGDaYeHCrX40SNiZe0WzMjBgBwxsfqsgENpl50WexXnDhiGAbZcWpkx6lHPpkQQgghk4LF7rueZuuQekm+2J2+60D5SkYJzt+ck4gE0Hf28eZ+JrMN/ztUw7vOZLbhpZ3leOL6WaOyIlsgYLAqNxofHKnzHjN0W/Hr909hcUYkFqdHIlGj9K702lfaiuohSTuZWIglGTpYbE5ebLCihvYrTkgBgEQkRH6mDvmZuit+LUIImWwoIUUCmljIXFRr30XpWqzMieGsVGow9WBnUTNO1V2ogeDvpVweFkcrjVg/++KKZI4kJkyBryxJwTsHuZOvs+c6vHfAhrNmRgxmnF+x5fEM3+XlYleJEUIIIYRcLKVMjA4/ZREGyMRCrMmLwZIMHVRB/R363B4WxQ3t2HK6EU0XsZKqsd2CBlPvRXcvHsnynGjUGsworLtwQ8/p9mBfaSv2+alpOkDAAPetyoAqSIIeq2PYc13j0IWPEEKmOuqyR8bclXQJyYkLGzHhcvfydHx1WTrClFIcqtBj84kGHKsyIkodhPtXZ+LmRckX9V7tPb63B16u/Kwo3LQoCZd6v29FThSuW5DofZ4RHer3XI1KBnUwbasjhBBCCJ9Cevk1jrQhw2+jU0hF+N51eVg/Ox5Otwc7iprw+ckGVLZ0IS8xHN+/bibyEsIu6r06ekdvDiZgGNy9PAOzEi+tFINIyODelZnIiesfc7BMjGh1kN/zM2NCr2SYhBBCQCukyDhIilRBwOCiVjoNlqJTQSYefv/84vRILEjTorq1Gy9sL0Of48IS8Y+PifHwuhysyI1GZWsXihqGX5k00sTrcqzMjYE2RI5PjzeguWP4u4QRShnWz47DovRIzvH+7X8m9Nj4y+6vm58IARUdJ4QQQogPKToVDpTzu+yNZHVuNE4PUzIAAL6yJAVRagV2FDXhk+P1nC7CyZEqPHRVNu5ZkYGfv3sCvT7mMINdbg0pf8QiAe5fnYldxc3YWdyMHh+1sAZL0alw48IkJGgurNJiGAbXzk/EC9tKeSvsg6QirM6LHdUxE0LIdEQJKTKm+uwuHKsyQnG+s8pIGPR3fVueEw2lXIw/fXJm2PNX5kbD6nDh39tLYXVwax2YrU78e1spfnHrPKzKjRk2ISURCbAwTXtRn+lS5cSFITtWjTpjD/aXtaKypRu9NidYlkWQVIzkSCXyM6OQGRvqM7kUqpDiO9fm4eNjdSg+1wGW7d8SePXc+MsuxE4IIYSQqc3Q1YdaQ4/PWpy+SEUCzE3RYHl2/428dj/1OgFArZBiVlIEKpq78PGxel681mDGe4dqcM/KDCzN1GHr6Ub+i5yXrFUidlDJhdEiYBisyYvFipxoFDW042C5AY3tvbA6XBAJBFDKxciJU6MgKwrRYb7ff0Z8GB5al43NJxrQ2G4BAyA7To0bFiQhQikb9TETQsh0Qwmpy2R1uPoLNrKAQiaCXEK/lEO19djw7OYidFqG34M/2HXzE7F2ZixKmzrxt8/PDruqShcqR3SYAgfK9bxk1ICuPgeKz3VgVmI4lHLfSbEgichbL2CsMAyD5EgVkiNVAAD2/G3Eiy3gqQ2R4xtrs+FwueFyswi6gm2QhBBCyGTFsiwsdhesdheEQgbBMjF1I/OhqKEdL+4sv+g6kwyAx66egdjwYGw/04TNJxuGPX9mYjiEAgb7y/zXZDpZ24abFydjdlK434RUTFgQ7ludOSoFzf0RCQWYk6zBnGQNgP4/Q5fyfjlxYciJC4PV4YJQwNCfN0IIGUX0rfYS2J1unKwxYX8Zv91tlDoI+Zk6LEjTUnLqvPcO1VxSMkpwvvXu1jONsPlJMA02kEAaqfZTR48NDMNAJZdwElIrcqIQH6HEzMRwSEfYGjjaLnfiGL5AEQAAQVdJREFUJREJMRX+eDlcbhwqN6Cwvg0utwdpUSFYkRN9xd0CCSGETE2dFjsOletxuMKArr4LcwuG6a+1uCw7CrlxYRAIaBu73enG63srL6npiUQsxCu7K9DZa4frIq4LGZiDDVP03MOy6OpzeM/1vpdIgI1z4hETpkBGjO/V4WPpcudgU2V+32mxY8/ZFlTruyEWCjArKQJLM3QQi6i0MCFk/E2Nf1nHGMuy2FXcjC2nG/2uxGnt7MN7h2vxyfF6rJ4Rgw2z46f1pMhic6K0sfOSrvGwLIzdI7chHtB9PtmlVQ2/ZFoTIgfLsuju4ybHlmVHj0ndKDI8h8uNv39xFnXGHu+xBlMvjlQa8e1rZkAX6r+AKCGEkOnF5nDhvcO1OF5t9LlqmmWB8uYulDd3QR0sxS2Lk6f9dvaSxg6/81V/7E43TM6Lv6bL0p+I0qhkaGzr9XmOUMBArZDybhwGy8RYQ/WXJkRrZx+e+bwIFtuFmqvVejMKa9vwyIYcWv1FCBl3lAofgcfD4s39VfjoWP1F/XB3uDz4srARL+4qnzbtYN0eFmVNnThWZURTe/+kxOp08wpAjjZDtxWNbb2Yk6yBQuY7txoeLEVOnNpbt2mAUMAgVDF2W/QmG4+HxYkaE57fVopnNhfh42N1o9rxZrC9Ja2cZNSAXpsTHxypHZP3JIQQMvmY+xz46+ZiHK3ynYwaqrPXjv9sL8Pus81jP7gAYXW4UFjXhhM1Jm+SqM/uGuGqK3eytg1ujwfLsqP8njM/VYMgqQgna02c41R7icvqcGH7mSb87Yti/P2Ls9hT0gKH69ISihfr/cM1nGTUgBqDGfvLLr34PSGEXKlpt0LK0NWHk7VtaO+xweFyQyoWIkIpw7wULSJ8rLT58GgtjlQafb5WaJAEDMOg08Jfrnymvh1v7q/C3cvTx3Rf/ESrM5rx0q7+Jd4DMqJDcPeKdL81mwAgPiIYVocLJrP/pAcDIEIlG/acncXNuHdlBh6+KgcvbC+FedD7hQVL8dC6bAgYBjuLuZPTWYnhV3QXqKypEzuKmtHY3gulTIwFaVqsyo2ZlMudPSyLV3ZX4FRdm/dYtd6Mg+V6fGvjDMRHBI/q+50aMjEdrKypC312F9XIIoSQKYZlWVS2dqOksRM9fQ64PP31EGPDFZiXouFth7I73XhuW6nPDrUCpr+ott3lRu+QL9csgA+O1CFIKsLCtEjetVPJ/tJWfHSsDg5X/w1QAQOsyI3B3OSIYa/Ljg1FrcEMm9P/jVOxUIAgqRDdfb7ncb02J07WtGFBmhZfWZKCD47UcrYIZsaE4uZFybA6XDhUYeBcOz9Vc7EfkcfjYbG/rBUHy/Xo6nNAFxqEFTnRmDPCZw5U/UnXIs5ct6KlC0cqDXj86hmjuk2w1+ZERUu33/ipWhNWz4gZtfcjhJCLMW2+9VkdLvz9i7OoaOnyGf/85DlkxaqxMjcaWbFqAEBpUyf2lHCLNUpEAizPiUZ+pg7h5+/wdFnsOFRhwO6zzZxVVMerTciJC8O8lMv/wRvIeqxO/GtLCW/lWEVLN17fW4U1M2LwkY/OK0IBgzsL0hAVFoSK5i6crm9Hp8UOi9XZv3IpWIqZieHIjlXj39tKh01InagxIVWnQn5WFH5x6zwUNXSgs9cOjUqG3PgwCAUMtp1pQmkTd/tgwTB39EZytMqA1/dWeZ/32V347EQDqlq78fC6HAgn2VbNwto2TjJqgNXhxlv7q/DD62eNalLV7hp+5aDd5aaEFCGETCE9Vid+8/4pGPxsy//oaB3mp2qxKjcakee3bX9+6hxvK1iEUobVM2IwP1UD2fkv6ufaerGvtAVHK42cldnvHKhBenQo1FO0NmFJYwfePVTDOeZhgV3FzVDJxciKDUVZUxfvOo1KhgfWZoNlWZysMaGytRvmPgesDjfEIgGi1UGYk6xBXIQC33/1yLBjeO9wDaLUQViWHYVZieE4U98Ou8uN5EgVkrRKON0e/HdHOWfFllwixNzLnBezLIs39lXiWPWFG1u1BjNqDWa09/Q3xZlsPjvR4HOe29RuwbbTTdi0IHHU3ssxwpZM+yVs2SSEkNEybb71mcw2v8kooP+OWmlTJ0qbOlGQpcPNi1Ow52wL55yQIAkeu3oGIkPkMPc5cLTKAA8LZEaHYuOceCxOj8Tfvijm/GDZc7ZlyiakjlYZ/G5jLG/uwg0LEnHN3HhsP9PkTUKEK6W4bWkqYs63982KVXsTgL5cTB2udw7WoKKlCyvP3xVkGMZ7J3ZXcTNKhtSyig1XIOV8t7tL5XR58OGROp+x8uYunKlvn3R36U7U+F+x1NRugaHbOqp1nVIiVX5rhYUrpbzip4QQQia3TovdbzIK6C93cLBcjyOVBnx1WRryEsJxqJy7fSgzJhQPrMmCVCxEc4cF9cY2yCVC5MSF4avL0jE3WYN/by+Fy92flnK6+1/zmrkJY/rZJsqu4ha/sd1nW/CTm2bj3QM1KKxvw/nGvkiLCsFdy9MgFvav5l6cocPiDJ3P13C5PWAYeK/1xepw4y+fFWFFTjQKsnTem31OlwfHqo3YfqYJ+i7u7/vSTN1lr1CvM/ZwklGDbT7ZgEXpWijlk2cO4WFZ3nbGwU7UmEY1IRWqkEIdLOXsahgsRRcyau9FCCEXa9okpC7F/jI9Oi123qqae1dmQKuSYUvhOXxZ2OhdmswwwKrcGFy/IBFfW52J33102ntNvakH59p6R33bUyBo6ewbNt7aZcX62fFYkRONpnYLxCIB4iKCL6mbyoz4MFQOs7x4QGFdOwrr2hEaJIFSLkZXn8PndkGZWIi7ll3+NsoagxmWYWozFDdMvoSU1TF8rYmL6Xh4KVbPiMHJWpN3i8FgG2bHj3u3HUIIIYHB7WHx6p5KLEjVwDZotYZCKsLXVmcCAP69rRTF5zq8MblEiDsK0jA7KQLXzk3grMw+VK7H+llxEAkn33b6kbR28rcyDujucwAscP/qTHRa7DB1WxGqkF5SIxeRUICsGDVvLjyU0+3B9qIm7ChqgiZEDolIAGO31efP+LhwBTbMjr/oMQxVVN/uN+b2sCht6pxU2zQ9Htbnr9OAkeZnl0ogYLBhdhze2l/Ni0lFAqzKjR7V9yOEkIsxLRNSyVolZidHQCmXoNtix4naNt6y8LPnuD+AEzTBSIsKwfFqIzafPMeJsWx/LaP/b+++o+O6zzv/f77T0HtvBEAARGHvYpdIi2qWLNmSy8ZNyc+Of45jJ7s5yZ5NNtlsds/Zze4m+SV2XBLZcex4k9ixLdvqEkVREiWSYhErSLCARO+9D+b+/kAhBpgBi4A7AOb9OocHB/feGTzgEJwHz/1+nyc5NkJ7VmbPWCZ95FJT0IKUz2fpXE27LjV0yekwWleQqoL0uLn5RudZwi3uQk2sdIn0uFScdXd3XbaXZurdS80zekgYjb2xTh9p3Nk/7DcOeqpIt1NfvL98cnXW3fDNdqtQ0ugtzi9EhRnxutzYHfBchNuprKS5nXqXmRStrzy0Sj8+fEU1bWOva2K0Rw9vXKZ7ViyeRBIAcGccxmhdQYrKchPlcTlV396nI1XNM6bgTl8Fs7M8S1Eel37wxiW/YpQ0tkrnewcuKuOJKO0oy9QLJ2smi1ndAyO6UNep1cuSA8YzOOzVe1daVN/Rr4RojzYXpyk5dnE03I6P9vj1zZzK43Io0jO2CikpJuKuty0+tjlfV5q6Z2zl8rgcMwopljTrpOSspGh96YGVinDfff/OW+VgvtvpfL+AuJwO5aXETOZC0xVmzP3vA9tLM+WzpBdO3Jj8uVuWGquPby+a3C4LAHYKq4JUWnykPndv6YyCz741ubrc0KXvH7wUsEG5JG0uSpckHTw3+xLpPSuztbko3a8gFawH0sCwV9966byuNN0sBrx6uk7bSzP0yZ3FC36lyNYV6Xr1TG3A5dxp8ZEqyry7bXFTRbid+tojq/XyqRq9d7VFg8OjKsyI0wNr8+R0Gv3wjapZtwFMyEmO0Wf3rPhAxShJKkyPC5iITSjPSfxAzx8Kuyuy9PaFRvUHuBO3d1X2B0oeg1meEa/ff3yd2nqH5PX6lJYQteh6bwEAbt+qvCR9cmexEqcWR4rS9MjGZTp8sUn/9s5VeYMUFDYXpalnYETHgmzX8lmWDp1v0Cd3Fmt1frLfdS1BcoTatl797Yvn/Io6z5+4oV/bVaItJel38R3aa1tphn58OPBk2q0l6XI6PviqsNyUWP3eY2v0wskaVdZ1ymGkNfkpenB9ns7XdOjZY7c3gXp9Yao+tbP4A/eHLMtN0oGzgfNwY6TS7MQP9Pyh8OD6Zfq7Vy/MOG6M9MDavHn5mjvLMrVtRbpaugbldjkme+ICQCiETUHK6TD62iOrlRDt0TsXG/XmhUa19QwqLSFKeyqytKkoTV/78Gr9z5+dDPjmmhQ7lkA1zLJNrbVnUN5Rn5Jj/e9EDQZZcvuLY9V+xagJhy82qTA9Lui+/oUiMzFan9hepH85fMWvKBUb6dav7y2bs4JadIRLj28t1ONbC2ec+8MnN6iyrlNvnm/Q2Zp2vzgm7sTuqshScWb8nDTmjvK49ND6ZXr2WPWMc2OTghZ+EjtdUkyEfvvhVfrRW5cnVwpGuJ3auypbD224+6X1t2KMYfQzAISBSI9TX7i/QsPeUf3yves6frVFQ+M3mPavzdOu8izFRLj13QOVAR+fHBeh2ra+WVfINHaO5WfTVzgNBmjU7LMsPfNa5YwVRqM+Sz88VKXlGfEBJy8vJLvKsnS1qUfHp/WBLEiP02ObC+bs62QlxejX95bNOL6zPEubi9N1/EqLDl1oUO20VT7RES7dsyJDO8sy72ir4GzKchJVlpOoyrrOGef2VGQpeRHmFGsLUvSZPSX6xbHrkyuWUuIi9LF7lt/17oLb4XQ4lDnHK+AB4G6ETUEqPtqjxJgI/fjwFb1x/ubkvL7mHlU396iho1+PbS7QvtU5M7bkSWOjUqWxX96DrciJjXTL6TDqGfRPcDwBVpiMjPp0pKo5aLyHLzYt+IKUNJaQlGQn6mhVs3oGhpWdFKMtJenzPiWtZ2BE715q0rmadvUMjMjr8yk7MVppCVFamZesgvRYJcdGzsvqng+tyVFMpEuvvF+rlu5BeVwObS5O12Ob8uV2Lc4+FXmpsfr9j6xVc/egBoe9ykyMnpe/u6m6+4d1rblHbpdDJZkJi/bvDgAwu6SYCHlHffrr5874bU86fb1d52o69KX9FdqwPFVvnI/XlQBbyHsHRpR4i4EXE9vSeqfnYAHeWy43dAVdve6zLB2patIjC7wZusNh9Pl7V2h7aYZOV7fJ67NUlpOoNfkp877iuKGjT29XNupac4/6hrwyGusPlZcaq9X5ycpMiFZyXOScx+EwRl+8v1zPHb+hdy42qX/Yq8QYj+5bma37VufM6dey09aSDG0qSlN9e78cxigrKfq2hvp8EA0dfWrsHFBSTITy02LndJoyANyJsClIxUS4VN/e51eMmuqV92u1oyxT20sz9fyJG5q+avz96rbx8xl+DTOn2l6aIWOM3p/WdDHQ3v2BIe+sjQw7+wL3QVqIMhKi9OgmexK31p5BPXf8uk5ebQ24tL+uo1+nqtuUlxKj/evytL5w7huMG2O0vTRT21ZkaNjrk9vpmPfEwQ7GGGXM0V3M2fh8ln5+9JreON8w2QMsNtKlT+wonpfXCwAQWm6nQ29XNgbslTPqs/STd67qj57coF3lWQELUqeq27R3dU7Q1TGStL0sU6M+n85cv3UOdqsca7HkYMYYlWYn2rZV7WJdp144eSNo38matj69c6lJq5cl6+ENy5SbMvcDfTwup57YWqiPbCnQiNcnj8uxJIopTsfY4J/51jMwou8fvOj3c5STHK2n95bN6URlALhdYbMkwWHMjEaYU1mSztxoV3y0J+DS4vO1HWrs6Ne9q3K0IcAvzRW5SXpo/TJ19A3p5LVWv3OBpq7FRroVG+kOGk9G4vwXBhaby41d+vOfn9Kxyy1B+0xMqGnr0zOvVeqn7169ZRPMu2WMUYTbuSSKUXZ66f0aHThb79eQvnfQq+8dqFR1c08IIwMAzJfT14NPSGvqGlBz10DQ3pOHxm9g/NrukoA3Tj68MV8lWQk6cbXVbxtehNuplXlJM66/1VYlcrCZXjtTp6+/cDZoMWqCZY2tfPs/vzg9Ix+eS47xHGwpFKPsYlmW/v61CzOKunXt/fr6C2dnNK8HADuEzQopSTMmsk03MZ0jWO+jfzh4UV99eLWe3luq3U1ZOnO9XT7LUkVukkpzEjXi9en7r1/0+zpp8ZEqDdDo2uEw2lORpedOzNweKEn3LZHRq1UNXTpa1az+Ia+WpcVqe2mG4m4xnS+Q6uYefeOFcxoZDb6qLJADZ+tlSfrYPcvv+Gti7nlHfToYpCGpz5IOnK0L2KsCALC43WoCms+y5AySf7X2DOrHh6/o4zuK9B8/ul6nrrWqurlHUREubVqepsykaDV19uvf3vVv8r2lOF2Rnpmpbl5KjIoy4gP28Yz0OJfExFfvqE8nrrbqbE27ZEkrlyVp4/I0uZx3fi/6wJk6/ezItTt6zMioT989UKkvfqhcq/NT7vhrYu5db+kNuAJRGlsVeOJqy6JoFwJgaQmbgpRljTVDfD5IAUgaOz8w7A06tra2rU9//uwpPbJhmdYVpqo4c6zZ4KjP0unqNj134saMpue7K7KCFrj2r8tTZ/+wDlc2aiJNczmMHt9SqJV5gUcULxaWZelnR6t14Ezd5LH3r7fpwNk6/fZDq/yWcY94fTp5rVXVLT2K9ri0qSjN7+7lwLBX33nl/IxiVGpcpHaWZ6os5+b46HcuNelcTYffda+frdey1FhtLl58DceXms7+YfUNBW7yL0l1QUYfAwAWt7LcJF0Nsgo2KSZC6QnROl8TfCX7W5WNau0Z1IPr87SpKG3yPb1/yKsDZ+r0wskbfkNpjKTdFYF/uTbG6Df2lek7r17wW5mbEO3Rb+wrm3UF+2IwOOzVN148p2tTvrcT11r15oVGfeXBlX5Fuu7+YR293Ky2niGlJ0Rqc3G63/d/ubErYDGqODNeO8oytSw1Vj7L0uWGbr1V2aC69pt5sGVJ33v9ov7TxzYwxGQBqG3rvcV5cjAA9gubglT/sFeF6XFam5+i9wMsG99Skq7s5Bi9ca7ebzuYy2nkHb35eWv3oL5/8JJ+8s5V5afFyRjpRmuveqZNapGkoox47SrPChqT02H0qZ3Fun9NrqoaOuV0OFSRl7ToEyFJulTf5VeMmtA36NUP3rik//jEehlj1N47qL95/qxfc9EXT9Xosc352j8+7vadi00zJuE8tD5PD21YJocx6h0c0bB3VGvyU7SuMFXVzT36zivn/R7z0qlabSpKY2l3iMVEuOQwmtGjbUJc1OL/tw8A8Of1WdpdkaV3Ljapo29oxvlHN+XL6TB6+2KT33G30+F3M6qyrlOVdZ1Ki49UZmK0hkZGda25J+Dq6QfW5SkrKSZoTPHRHv2HR9foWnOP6jv6lRDlVnlu0l2tIFpoXjpV61eMmlDd3KMXTtboifGpxedq2vXMa5V+PU2fO35DX7y/XCvG+1K9fKpWU9+yI9xO/freUq3MS5ZlWersH5bTGO2qyNLO8ky9XdnoN3152Du2MvrJbaxUD7Vb5Vh3s4MBAD6osClIdfcPa3BkVJ/fW6oXTtzQ25WN6hvyKi7Krd3lWdq/Lk+9gyN65f1av8ftW52jyw3dM5Z19w15db7WfyXOVLkpMfrC/eW3ldikxkcqNX5pLZE9cjn4BMG69n7VtfcpNyVWPzxUFXDSzS+OXVdRRrwKM+L15gX/RvS7K7L0yMZ8NXb26yfvXJ3cC58UG6GH1uVpe1mmvvTASv2vn5+aTKIaO/t1pbF7Xkfo4taiPC6tLUjRyWuBe4lsXQLbJAAA/rr6hhQT4dK/f3SNfn6sWqeutWrUZyknOVoPrl+m9YWputzYpbPTen1+alexfvbutRnTi1u6B4NOyZPGhsw8snHZLeMyxmh5RryWZwTuXbVYHalqCnruaFWznthaqP4hr747rRglSYMjo3rmtUr92ac2q6t/WBem5bqfu3eFVuYl6/T1Nj17tHpy8nRBepw+dk+hdpZnaWB4VM8eq/aL59FN+fM+vRezq8hNVlyke8bPkyQ5jLSlOC0EUQEId2FTkBoZ9embL57T0/vK9NjmAn14U76GRkbHmlIbo9aeQT3z6gV19t+crOIwRrvKs/TAujz989tXdLQqeJFlqrUFKfrM7pKAfQvCRV+ANzv/8161dA/oUn1X0GvevtikUZ/ll3Q6HUYPrstTZ9+Q/upXZ/zGO3f0DulHb13WqGVpV3mW1hak6NSUiYdvVTZSkFoAntxWpPr2/skkdsLm4jRtLWFbJQAsNX1DXv34nat6Ykuhnr6vVN7dJRr1WZMFigu1Hfre6xf9HpObEqPNRWlanhGvZ169EHBC33ROh9HDG5Zp/9rcsF4R3TsYfGt879CILMvS8astGgoy7blvyKv3q9vU0NHvtzoqPy1Wa/JTdPZGu/7ulQt+56qbe/TXz53V731kre5dma3XztROxjEwPKqT11qXRG+uxcztcujpvaX61svn/QqRxkif3FmsZLZVAgiBsKqYXG3u0Z/+y3taX5iq9ctTFR/lUVf/kI5fadWp6rYZ09h2lGUqcXxc8Gf3rND+tbl660KD3r3UrMFpkyg8Loc2F6drV3nmvIy5XWzyUmNn9HKa4DBG2cnRauoM3KtrQlffkK63+O93X7UsWfHRHj17rNqvGDXVCyduaHtphraVZvgVpK63MMFtIUiI9ugPnlin9660qKqhS26nQ+sLU1WWkxjWv0AAwFJ26HzDWNPkFZkqy02Ux+VQQ3u/Dl9qCjhh9aH1y2SMUWpcpH7/8XW6VN+lQ+cbdPpGm6YPz02M8WhnWZa2l2YoPpptR8tSY1UdJOfJS4mVMUadfcMBz0/o7BuekTdtGy8oPXf8ugLtvB8Z9enl92v19H2l2lycrtenDDG53tJDQWoBWJGdqD9+aqPeudSkxs4BJUV7dE9phjITZ588CQDzJawKUtJYH4NjV1p07ErLrNcVZ8bro/cU+h3LTIzWk9uK9NjmAtW29U0WRGIiXMpJjgnrFVHT7SzL1MGz9TMKd5K0bXzSnmVp1n5CmYnR6h/2v8uXlzLWD6KqIfjKqu6BETV1DihvWmGwf5Zm2rCXx+XU9tJMbWeaCwCEjd5Br145XatXTtfOet1D6/O0tuDmZDZjjEpzElWak6iegWE1dPSrf8grt8uh+CiPspNj5HRwQ2PC/Wtz9HevVgY5lytJykyMmvU5MpOideKqf66cmxKrwWHvrKvVJvIzcrCFKzEmQg+tv/WWVgCww+Lv3DgPVuYl6f99YKXcQfo/eVxOLc+I15r8FK3JT1FRZgLFqGkSYyL0lYdWKT3hZsLjMGN9HSYaW8ZHe7SxKPB+dadjbLvk9BHQEw3mPbfozeV2OeSd1uSUZBUAgIXtwxuX6eENwX9ZjovyaEV2otYVpmplXrLyUmN5f59mbUGqPrmjSFGemz2bojxOfWJ7kdYXpkqS1hWkKikm8Gqy9IQoVeQmyTHt79Xr88npcGi2xcwT+Rk5GADgdoRNFSUpJkKp8ZFqnaUJZkZClO5dma3tZZm8cc6BgvQ4/dGTG3SjpVd9QyPKTYlVwrSl9J/YXqSB4VG/RqbRHpc+vadEmUnRip02EeRSfaekfK0rTNWlIKukclNilBoXqXen9fxaCtMLAQBYbOKi3IryODUwPHPV9ISynER9aE2uynIS7QtsCdtZnqUtJem61tQjS9LyjDh5XDcLVG6XQ19+cJW+88p5v16dWUnR+uKHyuV0GMVFTs/BulScmaDVy5J1+rp/A/oJEwWvi9NyNHIwAEAgYVOQioty64+f2qjKuk69d6VF7T2Dk03NU+MjtaU4XSVZCfSwmWMOY1SQHhf0fKTHpS/tr1Bde5+uN/coKsKllXlJk0nT9MT0anOP6tr6tK00Q8evtuhKo//0Q4/LoY9vL5IxRm9Nm85Xnps0N98UAAC4bUkxEfpvn9qi41dadK6mQz0Dw/L6LEV5XMpLjdG20kxlJMy+hQx3zuNyqnSWAl9WUrT+85MbdbG+U+29Q0qLj1RxVoIc47lwWW6Szk7pB3q4slEPrMvV41sKdbWpZ0Yvz8zEKH1oTY66+4d16lqr3zlyMABAIGFTkJLGiiMVuUmq4E1xwclJjlFOcsyM45mJ0VqRneA3je9fD1/RVx5epd96cKXevNCoE1dbNDg8quUZ8dq3OkeZSdE6XNk4oyH6znL6FQEAEAoRbqe2l2VqexnvxQuJw2GCFou2lqTrF8eqJyeydfYP6/kTNXp0U77+4PF1eu1MnSrrOuV0GK0tSNG9K7MV6XHqewcuanRKg9C0+MhZC2MAgPAVVgUpLE67yrP8ClJXmrr1jRfO6pM7i7VvdY72rc6ZPDc0MqoXT97Qcydu+D1HeW6i0uK5+woAAHA7ojwubS5O19uVjZPHXjpVo6ERrx5av2yyJ+iEjr4h/dObVXp/yoRjaWzQjYMdCACAAChIYcFbm5+iosx4v+15lxu79d9+ckKl2Qkqy0mSx+VQfUe/jl9pmTHZz+U0emxTgc1RAwAALG4PrMvVyWutflPyDp5r0NuVTVpXmKL81DiNWpauNHbp7I32GZOT0xOitLM8y+aoAQCLBQUpLHgOh9EXPlSuv/zlaTV1Dfidu1jfpYv1gZubS5Ix0ufuLVVeamzQawAAADBTcmykfvP+Cn39hbMamTI5b2TUp2OXW3TsckvQx8ZHufXlB1Yqwu0Meg0AILw5Qh0AcDtiI9363UfXaPksDdKni3A79aX9FZMTXwAAAHBnijLj9bVHVs+YujebjIQo/fvH1io1PnIeIwMALHaskMKiERvp1tc+vEYnrrbo0PkGXWvuCXrd9tIM7a7IUmJMhM1RAgAALC0F6XH6oyc36K3KRr1V2aiO3qGA12UlRWt3RZa2lqRPTkwGACAYClJYVJwOo83F6dpcnK6a1l6drx0fHz1qKTrCpbzUWK1aliy3k8V/AAAAcyUm0q0H1uXp/jW5ulDXoWtNPeobGpExRnGRbq3ITtDyjHgZGpgDAG4TBSksWnmpsfSGAgAAsJHDYbQyL1kr85JDHQoAYJFjGQkAAAAAAABsRUEKAAAAAAAAtqIgBQAAAAAAAFtRkAIAAAAAAICtKEgBAAAAAADAVhSkAAAAAAAAYCtXqAMAZnO5oUtHqprVNzSivNRY7SjNVHy0J9RhLXo+n6WOviENDHvldDgUF+VWbKQ71GEBAIAFwDvq04mrrTp7o12WpIq8JG0qSpPbyb3sD2rYO6rOvmENjYzK43YqMdqjCLcz1GEBQEhQkMKC9fOj1/Tq6brJz09fb9frZ+v1lYdWaVlqbAgjW7xaugf09oVGvXOpSX1DXr9zBelx2l2epfWFqXK7SDgBAAhHQyOj+tsXz+lKU/fksZPXWvXm+Qb99sOrFOXh14c7ZVmWrjR1683zDTpV3aZRnzV5zmGM1hYka1d5lkqyEmSMCWGkAGAv3lGwIFU1dPkVoyb0D3n1jwcv6T99dJ1utPapq39YmYlRykiMDkGUi0f/kFf//NZlnbzWKivINdXNPapu7tFPj1zVE1sLtbUkw9YYAQBA6L10qsavGDXhRmuvnj9xQ49tKtDlxi55R30qzIhnhfUt1LX16QeHLqm2rS/geZ9l6eS1Np281qbspGh9Zs8K5XHjFUCYCHlByhhTIumjkh6QVCIpQ1KHpHcl/ZVlWa+HMDyEyNGq5qDnGjv79Wc/OaGW7sHJYyvzkvTZPSsUQ1I0Q1f/sL7+wlk1dPTf1vW9g1794I0qtXYP6pGN+fMcHQAgFMi/EMzRy8FzsLcrG3XscrN6B8dWWbscRvetztGjm/LlYGXPDJfqO/WdVy5ocGT0tq6v7+jXX/7qtL7woXKV5ybNc3QAEHoLYV/On0n6HxpLhJ6X9H8kvS3pEUkHjDFfDWFsCJHewZFZz08tRknSuZoOffdA5XyGtCgNjYzqmy+dC1iMcjsdykqKVkpcRMDHvnCyRgfP1s93iACA0CD/QkB9g96g54a9vslilCR5fZZeeb9WrwVY1R7uatt69e0gxajYSJdykqMDri4b9vr0d69e0PWWHjvCBICQCvkKKUkvSvqflmWdnHrQGLNH0iuS/pcx5seWZTWEJDqExLLUWJ250X5Hj7lY36Wa1l6WOU/x3IkbM5aIZyRE6f61udqwPFUe11gTzeauAb15oUGHzjf49TX46ZFrWpmXpLSEKFvjBgDMO/IvBJSXGqurAbbszebA2TrtXZ0jp4NVUtJYz6gfvHFJQ9OKURW5Sdq3Okcrssd6RVmWpaqGLh04W6+zU/LeYa9P/3jwkv7wyQ2sPAOwpIV8hZRlWf8wPRkaP/6GpIOSPJK22x0XQmtHWaai76JpZm1b7zxEszgNjYzqcGWj37GVeUn6gyfWaWtJuurb+3XgTJ0OX2xUdIRLH7tnuX7nw6v9Jr34LEuHLvC7CAAsNeRfCOb+NTl3/JiegRF1DwzPQzSLU1VDl+ra/VenP7Y5X19+cKWKs+J15ka7XjtTp9PX27Q8I15f2l+hj24t9Lu+qWtAlbWdNkYNAPZbCCukZjOxbyv42mEsSfHRHv3WQyv1gzcuqbFzQJLkMFJ2Uoxq2wM3hZSk2CiPXSEueO9dafFbJh4T4dLT95XK57P0t6+e04UpSc6PD1/Vx3cUaduKDD2xpUD//PaVyXPvXmrSo5vyJ1dTAQCWPPKvMLY6P0W/tqtYPztarf7xibxRHqeiI1xq6xkK+Binw9zVjcSl6s1pN/NW5SVp/9o81bf36dsvn1db782/x6SYCH3x/nLtXZ2jq03dOlXdNnnu0IUGVeTRSwrA0rVg3zmMMfmS9knql3ToNh9zPMipsrmKK5wMjYzqRmuvegdHZFlSTKRLeSmxio6w559Nflqc/vBjGyZjyEmO0YjXp//6k+OyAoyKi49yqzwn0ZbYFoPpTUl3lGUq0uPSP75xya8YJUkjoz796FCVshKjtbUkQ79877r6xpPQgeFRnb3RoQ3LU+0KHQAQIneTf40/jhxsDnX2Damho1/9Q165nA7FR7u1LDVWToc9mxu2lWZqY1GarjX3SJZUkB6nY5eb/W5YTbWuMNVvhXU4Gxz26v0pRSVJ2rcmV95Rn7758nl19PoX9Tr6hvTNl8/pv3x8k/atyfErSJ270a7ewREmGQJYshZkQcoYEyHpnyRFSPp9y7I6QhxSWKlv79ObFxp09HLLjL3vbqdDG5anandFlvLT4uY9FmPMjK/z8W1F+tfDVzS1JhXhcujz95XK5Qz5LtQFY3rj901FaeodHNF7l1sCXm9p7E7cZ/es0NqCFB2+2DR5rrVnYD5DBQAsAORfoeWzLF2o7dCb5xt0rqZD0++9xUe5tb0sUzvKMpUUE3ggyVzyuJwqzU6c/HxbaaYu1nfp5LVWv+syE6P0sWnbzcJZe++QprTjVHy0R8WZ8TpV3TajGDWhu39E71e3aVNRmlJiIyZXUFnjz0dBCsBSNScFKWNMtaQ7mQ//T5ZlfTrIczkl/UDSDkn/Iul/3+6TWpa1MchzHpe04Q7iC0vD3lH96M3Leu9K4IKFNLaS5khVs45UNWtVXpI+e2+pbSumJuyqyNLyzHi9e6lJXX3DykyK1vbSDCXakJwtJsPTiomJMRFq7RmUL9DysnEtXWOFp+mJ7uDw7Y0rBgDYZ6HkXxI52AfV0jWgv3+tUnWztCXoHhjRiydr9PKpGj2wLk8Pb1gmY2PDa6fD6Nf3lup8bbpOXmvVyKilFVkJ2lycxrb+KYa80/KvaI+MMWrumv3mXnPXgIwxSoyJ8NvSNzjMzlkAS9dcVRKuSBq85VU3BZwlP54M/VDSU5L+VdKnLWuW354xZwaHvfrGi+fGlmbfprM1HfrLX53WVx9erbgoe+/c5CTH6GP3LLf1ay42HpfDr4dU98DweFKkgFseJSk5NmL82hG/4yzDB4AFifxrCaht69XXXzir3sHbKzz4LOmFkzVq7x3Sr+0usXUKmzFGK/OStTIv2bavudhML871DIzIsqzJHCuY5LhISZrRHJ4cDMBSNicFKcuy9n3Q5zDGuDW2TPwpST+S9FnLsliWYQOfz9IzByoDFqPiIt0qSI+TMdKNll519vu/STZ09OvbL5/X1x5ZLbeL7XILSXJcpF9h6dS1Vj24fpnW5qf49SeYakdZpkZ9Pr1/3f/8rZIoAID9yL8Wv86+IX3zpfMBi1GZiVHKTIzWsNenK03dM9ooHKlqVlyUW49vYbvcQpIUEyEjTW657Ogb0vWWXq0tSFFcpFs9gyMzHhPtcWl9QYpq23pntFwgBwOwlC2IHlLGGI/G7sh9RNI/SnrasixfaKMKH8euNM9ocp0WH6lHNxVobUHyZANNn8/SudoO/eq9635LyqtbenToQoP2rb7zMcGYP5uWp6l6SpHx0IVG7Vudq0/uLFZ775ButPZOnjNG+sjmAq3ITtSxy83qnlJ49LgcWrWMO6EAsNSQf4Xes0er1TXtZt/KvCQ9tH6Z8tNiJ7fkDQ57deRys547fmNy8p0kvXq6TpuL0pWTEmNr3AguOsKlirwknau52YLt9bN1enpvmb5wf7m+/fL5ycEx0tgEwy/eX65Ij0uvn/VfxFianag4JkgDWMJCXpAab6D5U0kPS3pG0hdJhux16Lz/aNq81Fh99eFVinQ7damhS2eut8tnWarITdLKvCSVZifoWy+f16X6rsnHvHm+QfetyrZ12Thmt6UkXb94r1rD3rEfp+7+Yf3wzSp9ds8K/d5ja3W+tkNXm7oV5XFp/fJUpcZFqqGjTz9+56r/8xSnK4pRzgCwpJB/hV53/7BOTGsQvrsiS09tWz7Zs7O6uUdRHpc2FaVpT0W2KnKS9Be/Oq2eKSugD11o0Kd2FtsdPmaxuyLLryB1/GqrVmQ3akdZpv70E5t04mqrWnoGlRIXqY3LUxXlcelIVZOOVDVPe55Mu0MHAFsthN8yv6WxZKhVUp2kPw7QoPGgZVkHbY4rLFxv6dH1likrZSR9/t4V8rgc+vvXKv3G1h4636DS7AT95v4Kfe7eUv3JPx+Td3yMSGvPoCprO1WRl2T3t4AgoiNc2lKcrrcqGyePHb/SoraeQT2wLk8rc5MmVz71DAzrxZM1euV0rd+WAKOxpAoAsOSQf4XYO5eaNDplHFtqfKQ+ds9ydfYN66+fP+O3deuV07V6aH2eHtmYryfvWa7vvX5x8tyxy816fEsBN48WkPKcJKXFR/q9hv/3rcu60tStvauytb3sZqGpvr1PPz17Te9cavJ7jqTYCK1almJbzAAQCgvhnWti43uqpD+e5bqD8x9K+Dl51f/OXHlukjISo/Xq6Vq/YtSEi/Vdev7EDT2+pVAblqfq6OWbE/mOX22hILXAfHhTvi7Wd/olRNXNPfr2y+cVH+VWZlK0hkZGVdvW55cUT3hwfZ6yk9kGAABLEPlXiJ2YloPtqciS02H0T29WzegjJI01Mi/OTNC6wlQlHLk2udVv2OvTuZoObSpKsyVu3JrDYfTp3Sv0Ny+ckXf0Zn51tKpZR6ualZkYpYRoj7r6R9TY2T/j8U6H0Wd2l8jpYOcBgKUt5F2oLcu617Isc4s//yXUcS5VHX1Dfp+vLRi7E/POxaZAl0+esyxr8toJnX3DQR6BUImNdOvLD64M2BCze2BEl+q7dL2lN2Axald5lh7esMyOMAEANiP/Cr0ZOVh+itp7BlVZ1xn0MYcvNsrpMFo9rbdj57TnQugVZcbr6fvK5ApQVGrsHNDF+q6gxajP3btCK7ITbYgSAEIr5AUphNZEf6EJMRFji+amN9icqm/IK6/PUkyke9pzMZRnIUqLj9LvPbZWK7ISbut6t9OhJ7YU6OPblyvA9g0AADAHRqbnYJFudQ3MfnNvIj+LnZaDTZ/Ah4VhbUGKvvLwqtuelJcUE6EvP7hSG5az2g1AeFgIW/YQQpEep9/n7b1jd9gyk6L9JrRNlRofKbfTofYe/7tx9C5YuOKjPfrqI6t1vaVHh8436PjVFr8l5NLYZMWd5Vm6pyR9RrERAADMrUi3UyOjN4tS7b2DSouPktNhAq5clqSspGhJUluv/5Y+crCFqzgzQX/y8U06c71Nb15o0MUpQ4EmlGQlaFd5lt90awAIB7x7hbmMhCi/z49ebtZ9q7K1d1W2vnvgYsDH7F2VM3ntVOkJkfMTJOZMflqcPrMnTk9tW66mrgH1D3nldjoUF+VWWkIUUxIBALBJemKUehpvTss7erlFH9lcoC3F6TMaXEtjW7l2V2RpcNir09fb/Z9rWj6HhcXpMFpXmKp1hanq6h9WW8+gBkdGFel2Kjk2Qokxt7eCCgCWGgpSYW5zcbqeO35DE/fhatv6dKm+SxuWp6mtZ0jPHb8+OUnPYYz2rcnRrvJM1bT2zuhxsLUkw97gcdciPS7lp8WFOgwAAMLW1pJ0XWnsnvz87cpG3b8mV09tX67BEa9OXrs5XCY6wqVP7y5RVlKMXp02ETc+yq3y3EQ7Q8cHkBDtUUK0J9RhAMCCQEEqzKXERWplXpLO1nRMHvv+wYv67YdX6/61udpWmqHKuk75fJZKcxKVEO1RW8+gnnmt0u95CtLjlJcaa3f4C1p9e59OVbdpZNSnFVkJKs1JZAUSAACQJG0qStPPjlzTwPBYcal/yKu/f/WCvnh/uX5jX7kaO/tV3dyjKI9L5bmJ8ricOlfTrl+9d93veXaUZbLNawqfZamytlNVjV3yOB1aV5g6udURALCwUJCC7luV41eQ6h4Y0Z///JR2lmdqV3nW5Bjh9t5B/fK963rjXL0GpzXPvG9ltq0xL2SWZennR6v12pm6yWOvvF+r4sx4fWl/hSLp8wAAQNjzuJzaWZalV07XTh671NCl//7Tk9q7KltbSzJ0z4oMWZal6vEekMcut/g9h9vp0I6yTLtDX7AGhr361svn/VaePXfihu5fk6vHNuczrAUAFhh+M4ZKcxK1b3WOXwFlZNSn18/W6/Wz9YqNdMsYqWdgJODjt5aka8PyVLvCXfBOXG31+7uccLmxWz87Wq1P7SwOQVQAAGCheWhDnqoaulTdcnOQTEfvkP7t3Wv66bvXlBDt0ZB3dHIV1XT/blcx/Yem+Om71/yKURNeOV2r/LRYrSskXwWAhYT1vZAkfWRLQdA7bL2DI0GLURsKU/WpncXccZri7YuNQc8drWrWsJfRzAAAYGyV1G/urwjY9sCS1Nk/HLAYZSQ9tX25Nhenz3+Qi8TQyKiOXWkOev6tyuD5GQAgNChIQdJYw/JP7ij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          "text/plain": [
           "<Figure size 720x360 with 2 Axes>"
          ]
         },
         "metadata": {
          "image/png": {
           "height": 318,
           "width": 594
          },
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ],
    
       "source": [
    
        "fig, ax_arr = plt.subplots(ncols=2, nrows=1, figsize=(2 * 5, 5))\n",
    
        "\n",
        "plot_decision_surface(\n",
    
        "    features_2d,\n",
        "    labelv,\n",
        "    classifier,\n",
        "    test_features_2d=X_test,\n",
        "    test_labels=y_test,\n",
    
        "    plt=ax_arr[0],\n",
    
        "    title=\"C=1\",\n",
    
        "print(\"feature weights:\", classifier.coef_)\n",
        "\n",
    
        "\n",
        "def plot_separation_line(features_2d, linear_classifier, plt=plt):\n",
    
        "    \"\"\"Plot a separation line for 2D dataset\"\"\"\n",
        "\n",
        "    assert hasattr(linear_classifier, \"coef_\")\n",
        "\n",
    
        "    w = linear_classifier.coef_[0]\n",
    
        "    b = -linear_classifier.intercept_  # NOTE: intercept = negative threshold\n",